Participation in Financial Rulemaking
options(scipen=999)
source(here::here("code", "setup.R"))
# defaults for plots
library(ggplot2); theme_set(theme_minimal());
options(
ggplot2.continuous.color = "viridis",
ggplot2.continuous.fill = "viridis"
)
scale_color_discrete <- function(...){
scale_color_viridis_d(..., direction = -1,
begin = 0, end = .6, option = "plasma")}
scale_fill_discrete <- function(...){
scale_fill_viridis_d(..., direction = -1,
begin = 0, end = .6, option = "plasma")}
scale_color_continuous <- function(...){
scale_color_viridis_c(..., direction = -1,
option = "plasma")}
scale_fill_continuous <- function(...){
scale_fill_viridis_c(..., direction = -1,
option = "plasma")}Data
# actions
actions <- read_csv(here("data" , "actions.csv"))
actions %>% distinct(docket_id) %>% nrow## [1] 454# clean match data from finreg_commenter_covariates
load(here("data", "match_data_clean.Rdata"))
d <- match_data_clean %>% distinct()
d %<>% mutate(NonProfitTax_name= nonprofits_resources_name,
# compustat_resources_name,
OpenSecretsOrgs_name = opensecrets_resources_jwVersion_name)
# data from finreg org level covariates
orgs <- here("data", #"match_data", # old in match_data
#"finreg_org_level_covariates_df_20210908.csv"
"finreg_org_level_covariates_df_20211118.csv"
) %>%
read_csv()Number of comments by organization type
d %<>% mutate(org_comment = ifelse(is_likely_org == 1, "Likely Org", "Likely Not Org"),
Agency = str_to_upper(comment_agency))
d %<>% mutate(Org_type = org_type %>%
str_replace("CIK", "Filed with SEC (CIK Data)") %>%
str_replace("compustat", "Wharton Compustat Company Database") %>%
str_replace("FDIC", "FDIC-Insured Bank") %>%
str_replace("Nonprofit", "Nonprofit (IRS Data)") %>%
str_replace("FFIEC", "FFIEC Bank/Bank-like Entity") %>%
str_replace("OpenSecrets", "PAC Donor (CRP Data)"))
# comments
d %>% group_by(Agency, Org_type) %>%
count() %>%
ggplot() +
aes(x = Agency, y = n, fill = Org_type) +
geom_col() +
labs(fill = "Type of Organanization",
y = "Number of Comments")
# unique orgs
d %>% distinct(Agency, Org_type, org_name) %>%
group_by(Agency, Org_type) %>%
count() %>%
ggplot() +
aes(x = Agency, y = n, fill = Org_type) +
geom_col() +
labs(fill = "Type of Organanization",
y = "Number of Organizations")
# with the data Jacob collapsed
orgs %>%
mutate(Agency = str_spl(comment_agency, "\\|"),
org_type = best_match_type %>% str_remove("_.*")) %>%
unnest(Agency) %>%
group_by(Agency, org_type) %>%
count() %>%
ggplot() +
aes(x = Agency, y = n, fill = org_type) +
geom_col() +
#facet_wrap("org_comment", scales = "free") +
labs(fill = "Type of Organanization",
y = "Number of Organizations")
org_count_agency <- d %>% filter(is_likely_org ==1) %>%
count(org_name, org_type, org_resources, Agency)
org_count <- d %>% filter(is_likely_org ==1) %>%
count(org_name, org_type, org_resources)
Payday loan rule
The payday loan rule accounts for 90% of credit union comments and 50% of nonprofit comments, and 75% of open secrets matched comments in the current data. 15% of nonprofits and 30% of opensecrets matches commented only on the payday loan rule
d %<>% mutate(payday = ifelse(str_detect(comment_url, "CFPB-2016-0025|CFPB-2019-0006"), "Payday Loan Rules", "Other Rules"))
d %>% group_by(Agency, Org_type, payday) %>%
count() %>%
ggplot() +
aes(x = Agency, y = n, fill = Org_type) +
geom_col() +
labs(fill = "Type of Organanization",
y = "Number of Comments") +
facet_wrap("payday")
d %>%
filter(payday == "Payday Loan Rules") %>%
count(comment_org_name, sort = T) ## # A tibble: 582 × 2
## comment_org_name n
## <chr> <int>
## 1 advance financial 1966
## 2 axcess financial 1928
## 3 cash express 536
## 4 peoples action institute 205
## 5 baptist fellowship 142
## 6 amscot financial 110
## 7 virginia organizing 102
## 8 check cash 79
## 9 maryland consumer rights coalition 51
## 10 united action 47
## # … with 572 more rowsorgs %>%
filter(str_dct(best_match_name, "financial")) %>%
arrange(-num_comments)## # A tibble: 75 × 8
## best_match_name log_p1_financia… num_comments best_match_type comment_agency
## <chr> <dbl> <dbl> <chr> <chr>
## 1 americans finan… 4.60 168 opensecrets_re… CFPB|CFPB|CFP…
## 2 amscot financial 6.25 113 opensecrets_re… CFPB|CFPB|CFP…
## 3 financial servi… 7.03 98 nonprofits_res… CFPB|CFPB|CFP…
## 4 choice financial 6.06 43 FDIC_Instituti… CFPB|CFPB|CFP…
## 5 pnc financial s… 10.9 29 CIK CFPB|CFPB|CFP…
## 6 bok financial 9.79 14 compustat_reso… CFPB|SEC|SEC|…
## 7 financial servi… 5.99 12 FDIC_Instituti… CFPB|CFPB|CFP…
## 8 wolters kluwer … 5.91 11 opensecrets_re… CFPB|CFPB|CFP…
## 9 capital one fin… 10.9 10 CIK SEC|SEC|SEC|S…
## 10 financial servi… 6.58 9 nonprofits_res… CFPB|SEC|SEC|…
## # … with 65 more rows, and 3 more variables: best_match_type_color <dbl>,
## # num_venues_commenting_in <dbl>, log_num_comments <dbl>
Commenters matched to other datasets of known organizations
d %<>% filter(is_likely_org == 1)
# 2k
paste("Credit Union matches: ", sum(!is.na(d$CreditUnions_name)) )## [1] "Credit Union matches: 2289"d %>% filter(!is.na(CreditUnions_name)) %>% select(ends_with("name"), comment_url) %>% kablebox()| comment_org_name | comment_submitter_name | CIK_name | CreditUnions_name | FDIC_Institutions_name | FFIECInstitutions_name | SEC_Institutions_name | compustat_resources_name | nonprofits_resources_name | opensecrets_resources_jwVersion_name | FDIC_Institutions-orgMatch:STNAME | org_name | NonProfitTax_name | OpenSecretsOrgs_name | comment_url |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| freedom credit | marcia bagnell | NA | freedom credit | NA | NA | NA | NA | NA | NA | NA | freedom credit | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12038 |
| freedom credit | rebecca daly | NA | freedom credit | NA | NA | NA | NA | NA | NA | NA | freedom credit | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0011 |
| advance financial | richard buchanan | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-144346 |
| advance financial | cornillo moreno | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-144358 |
| advance financial | susana garcia mora | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-144357 |
| advance financial | marvin rodriguez | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-144355 |
| advance financial | juan enrique arias delgado | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-144354 |
| advance financial | michael morgan | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-144886 |
| bethel ame church | kenneth baker | NA | bethel ame church | NA | NA | NA | NA | NA | NA | NA | bethel ame church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-144915 |
| brentwood baptist church | rev carolyn pickens | NA | brentwood baptist church | NA | NA | NA | NA | NA | NA | NA | brentwood baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-144894 |
| advance financial | mike lynn | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-144950 |
| brentwood baptist church | rev kevin williams | NA | brentwood baptist church | NA | NA | NA | NA | NA | NA | NA | brentwood baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-144895 |
| advance financial | mary constocel | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-145355 |
| advance financial | melissa jones | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-145537 |
| advance financial | nigel gwan | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-145534 |
| advance financial | matthew harvey | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-145533 |
| baptist fellowship | constance glass | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-146537 |
| advance financial | mary brown | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-145620 |
| baptist fellowship | bob brewer | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-145332 |
| advance financial | christian beck | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-145508 |
| advance financial | fernando bravo | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-145517 |
| baptist fellowship | aubrey hunt | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-145331 |
| baptist fellowship | carol hawkins | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-145336 |
| baptist fellowship | carolyn worthy | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-146535 |
| advance financial | audrey jones | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-154176 |
| baptist fellowship | jimmy simmons | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158083 |
| baptist fellowship | pete mcqueen | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-154265 |
| advance financial | melissa richmond | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-151959 |
| baptist fellowship | francine walker | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-146632 |
| advance financial | allison wood | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-157596 |
| baptist fellowship | sarah gilchrist | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148431 |
| advance financial | josh jones | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-154022 |
| baptist fellowship | tiffany mcdaniel | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158049 |
| baptist fellowship | shirley oliver | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-146625 |
| advance financial | diego romero | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-156841 |
| advance financial | jake trapp | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-154813 |
| arkansas employees credit | wendy campbell | NA | arkansas kraft employees | NA | NA | NA | NA | NA | NA | NA | arkansas kraft employees | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148770 |
| baptist fellowship | arleane morehead | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158043 |
| baptist fellowship | carlton burnam | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148499 |
| baptist fellowship | jill mays | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158052 |
| baptist fellowship | cynthia burgess | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158059 |
| advance financial | shane hillman | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-157509 |
| advance financial | thomas peterson | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-150423 |
| baptist fellowship | lucious white | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158080 |
| baptist fellowship | willis gardner | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148526 |
| advance financial | roger tanner | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-150916 |
| baptist fellowship | barbara leach | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158042 |
| baptist fellowship | annie williams | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148411 |
| baptist fellowship | doreen van rossum | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158032 |
| baptist fellowship | rebecca sanders | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-154267 |
| baptist fellowship | geraldine chapman | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148414 |
| baptist fellowship | glenda snow | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148508 |
| baptist fellowship | bill ballew | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-154235 |
| baptist fellowship | harry thurman | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-146600 |
| baptist fellowship | stephany shorter | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158035 |
| advance financial | arturo villa | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-156316 |
| baptist fellowship | michelle mcmillan | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158077 |
| advance financial | anonymous anonymous | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-156631 |
| advance financial | shirley barnes | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-152220 |
| baptist fellowship | robert reeves | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148537 |
| baptist fellowship | nancy thurman | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-146612 |
| baptist fellowship | brenda tillman | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148497 |
| baptist fellowship | tomarr williams | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158072 |
| baptist fellowship | pat robertson | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-154263 |
| advance financial | miguel santo | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-156221 |
| baptist fellowship | janet turner | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-154259 |
| baptist fellowship | ragsdale | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148541 |
| baptist fellowship | irvin seawright | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158030 |
| advance financial | janette smith | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-156575 |
| baptist fellowship | yvonne burnam | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148527 |
| baptist fellowship | ketra smith | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158082 |
| emerald credit | joe crawfis | NA | emerald credit | NA | NA | NA | NA | NA | NA | NA | emerald credit | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-154340 |
| baptist fellowship | gary fowler | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158039 |
| baptist fellowship | thomas hawkins | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-146627 |
| baptist fellowship | arlene topley | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148531 |
| baptist fellowship | emma hicks | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148556 |
| baptist fellowship | ruby allison | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158074 |
| baptist fellowship | luella robinson | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-154493 |
| baptist fellowship | joann mitchell adkins | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-146608 |
| baptist fellowship | marketta english | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158079 |
| baptist fellowship | olga shaver | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148535 |
| baptist fellowship | charlotte wilson | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158041 |
| abilene teachers credit | james boyd | NA | abilene teachers | NA | NA | NA | NA | NA | NA | NA | abilene teachers | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148822 |
| baptist fellowship | william rhodes | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148542 |
| baptist fellowship | eugene conway | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-146631 |
| advance financial | janice vines | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-156071 |
| advance financial | lonnie compton | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-154827 |
| advance financial | ryan dunlap | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-154780 |
| texas people credit | andy reed | NA | texas people | NA | NA | NA | NA | NA | NA | NA | texas people | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148852 |
| baptist fellowship | emma lowe | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158055 |
| advance financial | ashley shepherd | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-156607 |
| baptist fellowship | nicholas gilchrist | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158076 |
| advance financial | paula steele | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-153158 |
| advance financial | michael tatham | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-150849 |
| baptist fellowship | juanita norman | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158028 |
| baptist fellowship | destiny davis | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-146588 |
| baptist fellowship | george black | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158038 |
| advance financial | howard frederick | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-150837 |
| baptist fellowship | mae eccles | NA | fellowship baptist church | NA | NA | NA | NA | NA | NA | NA | fellowship baptist church | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158027 |
| advance financial | ray dalton | NA | advance financial | NA | NA | NA | NA | NA | NA | NA | advance financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-152610 |
# 5k
paste("CIK matches: ", sum(!is.na(d$CIK_name)) )## [1] "CIK matches: 3533"d %>% filter(!is.na(CIK_name)) %>% select(ends_with("name"), comment_url) %>% kablebox()| comment_org_name | comment_submitter_name | CIK_name | CreditUnions_name | FDIC_Institutions_name | FFIECInstitutions_name | SEC_Institutions_name | compustat_resources_name | nonprofits_resources_name | opensecrets_resources_jwVersion_name | FDIC_Institutions-orgMatch:STNAME | org_name | NonProfitTax_name | OpenSecretsOrgs_name | comment_url |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| troy capital | rance willey | troy capital partners | NA | NA | NA | NA | NA | NA | NA | NA | troy capital partners | NA | NA | https://www.regulations.gov/document?D=CFPB-2020-0010-0006 |
| american financial services | celia winslow | american financial services | NA | NA | NA | NA | NA | NA | NA | NA | american financial services | NA | NA | https://www.regulations.gov/document?D=CFPB-2020-0010-0009 |
| one true | ohad samet | one true | NA | NA | NA | NA | NA | NA | NA | NA | one true | NA | NA | https://www.regulations.gov/document?D=CFPB-2020-0010-0010 |
| select portfolio servicing | mike kruger | select portfolio servicing | NA | NA | NA | NA | NA | NA | NA | NA | select portfolio servicing | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12078 |
| gc services limited partnership | brad batig | gc central 12 limited partnership | NA | NA | NA | NA | NA | NA | NA | NA | gc central 12 limited partnership | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12101 |
| troy capital | rance willey | troy capital partners | NA | NA | NA | NA | NA | NA | NA | NA | troy capital partners | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12073 |
| troy capital | zackary willey | troy capital partners | NA | NA | NA | NA | NA | NA | NA | NA | troy capital partners | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12060 |
| troy capital | rance willey | troy capital partners | NA | NA | NA | NA | NA | NA | NA | NA | troy capital partners | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12072 |
| rivers edge | jenn bergsma | rivers edge | NA | NA | NA | NA | NA | NA | NA | NA | rivers edge | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0473 |
| express recovery services | amber peterson | automotive recovery services | NA | NA | NA | NA | NA | NA | NA | NA | automotive recovery services | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9152 |
| check cash | jake proffitt | check cash | NA | NA | NA | NA | NA | NA | NA | NA | check cash | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9175 |
| express recovery services | amber peterson | automotive recovery services | NA | NA | NA | NA | NA | NA | NA | NA | automotive recovery services | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9142 |
| american bar | judy perry martinez | american bar | NA | NA | NA | NA | NA | NA | NA | NA | american bar | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9441 |
| consumer law center et al | anonymous anonymous | abs capital partners et al | NA | NA | NA | NA | NA | NA | NA | NA | abs capital partners et al | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9570 |
| progressive management systems | yvonne garcia | progressive angioplasty systems | NA | NA | NA | NA | NA | NA | NA | NA | progressive angioplasty systems | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9546 |
| new economy project | sarah ludwig | new economy project | NA | NA | NA | NA | NA | NA | NA | NA | new economy project | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9531 |
| encore capital | sheryl wright | encore capital | NA | NA | NA | NA | NA | NA | NA | NA | encore capital | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9590 |
| telecheck services trs recovery services | jane williams | telecheck services | NA | NA | NA | NA | NA | NA | NA | NA | telecheck services | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9576 |
| bankers compliance consulting | diane dean | aegix compliance consulting | NA | NA | NA | NA | NA | NA | NA | NA | aegix compliance consulting | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0240 |
| international bancshares | dennis nixon | international bancshares | NA | NA | NA | NA | NA | NA | NA | NA | international bancshares | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0246 |
| missouri bankers | keith thornburg | missouri bankers | NA | NA | NA | NA | NA | NA | NA | NA | missouri bankers | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0339 |
| california bankers | martha opich | bankers california ta | NA | NA | NA | NA | NA | NA | NA | NA | bankers california ta | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0337 |
| southern financial systems | kimberly amacker | southern contract systems | NA | NA | NA | NA | NA | NA | NA | NA | southern contract systems | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-6331 |
| southern financial systems | john jarrell | southern contract systems | NA | NA | NA | NA | NA | NA | NA | NA | southern contract systems | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-6363 |
| cedar financial | alan fassonaki | cedar hill financial services | NA | NA | NA | NA | NA | NA | NA | NA | cedar hill financial services | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-6976 |
| call center | call center call center | call center | NA | NA | NA | NA | NA | NA | NA | NA | call center | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-211685 |
| call center | call center call center | call center | NA | NA | NA | NA | NA | NA | NA | NA | call center | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-211675 |
| call center | call center call center | call center | NA | NA | NA | NA | NA | NA | NA | NA | call center | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-211674 |
| peoples mortgage | michelle collins | peoples financial realty mortgage securities 20061 | NA | NA | NA | NA | NA | NA | NA | NA | peoples financial realty mortgage securities 20061 | NA | NA | https://www.regulations.gov/document?D=CFPB-2017-0018-0009 |
| peoples mortgage | michael morgan | peoples financial realty mortgage securities 20061 | NA | NA | NA | NA | NA | NA | NA | NA | peoples financial realty mortgage securities 20061 | NA | NA | https://www.regulations.gov/document?D=CFPB-2017-0018-0010 |
| peoples mortgage | jeff hanks | peoples financial realty mortgage securities 20061 | NA | NA | NA | NA | NA | NA | NA | NA | peoples financial realty mortgage securities 20061 | NA | NA | https://www.regulations.gov/document?D=CFPB-2017-0018-0008 |
| peoples mortgage | phil solano | peoples financial realty mortgage securities 20061 | NA | NA | NA | NA | NA | NA | NA | NA | peoples financial realty mortgage securities 20061 | NA | NA | https://www.regulations.gov/document?D=CFPB-2017-0018-0006 |
| peoples mortgage | andria joachims | peoples financial realty mortgage securities 20061 | NA | NA | NA | NA | NA | NA | NA | NA | peoples financial realty mortgage securities 20061 | NA | NA | https://www.regulations.gov/document?D=CFPB-2017-0018-0013 |
| peoples mortgage | kyli clark | peoples financial realty mortgage securities 20061 | NA | NA | NA | NA | NA | NA | NA | NA | peoples financial realty mortgage securities 20061 | NA | NA | https://www.regulations.gov/document?D=CFPB-2017-0018-0012 |
| peoples mortgage | kevin kerivan | peoples financial realty mortgage securities 20061 | NA | NA | NA | NA | NA | NA | NA | NA | peoples financial realty mortgage securities 20061 | NA | NA | https://www.regulations.gov/document?D=CFPB-2017-0018-0014 |
| peoples mortgage | andy wilt | peoples financial realty mortgage securities 20061 | NA | NA | NA | NA | NA | NA | NA | NA | peoples financial realty mortgage securities 20061 | NA | NA | https://www.regulations.gov/document?D=CFPB-2017-0018-0017 |
| home mortgage | kelley grealis | home mortgage | NA | NA | NA | NA | NA | NA | NA | NA | home mortgage | NA | NA | https://www.regulations.gov/document?D=CFPB-2017-0018-0024 |
| vanderbilt mortgage finance | jacqueline mallett | vanderbilt mortgage finance | NA | NA | NA | NA | NA | NA | NA | NA | vanderbilt mortgage finance | NA | NA | https://www.regulations.gov/document?D=CFPB-2017-0018-0032 |
| fidelity finance | mark mccaig | united fidelity finance | NA | NA | NA | NA | NA | NA | NA | NA | united fidelity finance | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0020-6468 |
| check cash | NA | check cash | NA | NA | NA | NA | NA | NA | NA | NA | check cash | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-208722 |
| instant cash | instant cash instant cash | instant cash services | NA | NA | NA | NA | NA | NA | NA | NA | instant cash services | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-144140 |
| check cashing | check cashing check cashing | buckeye check cashing | NA | NA | NA | NA | NA | NA | NA | NA | buckeye check cashing | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-144150 |
| check cash | check cash check cash | check cash | NA | NA | NA | NA | NA | NA | NA | NA | check cash | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-144133 |
| mortgage resources | marsha williams | commercial mortgage resources | NA | NA | NA | NA | NA | NA | NA | NA | commercial mortgage resources | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0038-1614 |
| risk management | jr edward demarco | risk management | NA | NA | NA | NA | NA | NA | NA | NA | risk management | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0038-1607 |
| meridian title | patricia rosenbaum | meridian title escrow | NA | NA | NA | NA | NA | NA | NA | NA | meridian title escrow | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0038-1623 |
| meridian title | leisa boyd | meridian title escrow | NA | NA | NA | NA | NA | NA | NA | NA | meridian title escrow | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0038-1622 |
| international bancshares | dennis nixon | international bancshares | NA | NA | NA | NA | NA | NA | NA | NA | international bancshares | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0039-0012 |
| american bar | linda klein | american bar | NA | NA | NA | NA | NA | NA | NA | NA | american bar | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0039-0019 |
| coastal credit | gregg norris | coastal credit | NA | NA | NA | NA | NA | NA | NA | NA | coastal credit | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-144286 |
| dfc global | lester firstenberger | dfc global | NA | NA | NA | NA | NA | NA | NA | NA | dfc global | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-144769 |
| quest credit | matthew jennings | credit suisse quest us market neutral | NA | NA | NA | NA | NA | NA | NA | NA | credit suisse quest us market neutral | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-144777 |
| check cash | d lynn devault | check cash | NA | NA | NA | NA | NA | NA | NA | NA | check cash | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-144941 |
| new economy project | anonymous anonymous | new economy project | NA | NA | NA | NA | NA | NA | NA | NA | new economy project | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-144901 |
| new economy project | 48 new yorkersnew jerseyans | new economy project | NA | NA | NA | NA | NA | NA | NA | NA | new economy project | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-145320 |
| first data | kim ford | first data | NA | NA | NA | NA | NA | NA | NA | NA | first data | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-147178 |
| clarity services | thomas chadwick | clarity health services | NA | NA | NA | NA | NA | NA | NA | NA | clarity health services | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-154365 |
| payday loan | sam hess | payday loan | NA | NA | NA | NA | NA | NA | NA | NA | payday loan | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-147944 |
| new economy project | 27 new yorkers | new economy project | NA | NA | NA | NA | NA | NA | NA | NA | new economy project | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-146832 |
| us eagle credit | marsha majors | eagle point credit us | NA | NA | NA | NA | NA | NA | NA | NA | eagle point credit us | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-147123 |
| new economy project | veronica raphael | new economy project | NA | NA | NA | NA | NA | NA | NA | NA | new economy project | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-146864 |
| arizona financial choice | kelsey lundy | health choice arizona | NA | NA | NA | NA | NA | NA | NA | NA | health choice arizona | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-154296 |
| clarity services | timothy ranney | clarity health services | NA | NA | NA | NA | NA | NA | NA | NA | clarity health services | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-156224 |
| chatham capital | brian reynolds | chatham capital | NA | NA | NA | NA | NA | NA | NA | NA | chatham capital | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148840 |
| express advance | lativa mcneil | express cash advance | NA | NA | NA | NA | NA | NA | NA | NA | express cash advance | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148564 |
| ag consultants | robert guzman | ag consultants | NA | NA | NA | NA | NA | NA | NA | NA | ag consultants | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148797 |
| cng financial | lindsay oak | cng financial | NA | NA | NA | NA | NA | NA | NA | NA | cng financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158003 |
| new economy project | elina tatis | new economy project | NA | NA | NA | NA | NA | NA | NA | NA | new economy project | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-146838 |
| new economy project | johanna ketter | new economy project | NA | NA | NA | NA | NA | NA | NA | NA | new economy project | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-146841 |
| crystal rock finance | jose ramirez | crystal rock prism | NA | NA | NA | NA | NA | NA | NA | NA | crystal rock prism | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-154526 |
| new capital | rosie papazian | new capital | NA | NA | NA | NA | NA | NA | NA | NA | new capital | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-157935 |
| new economy project | jess brooks | new economy project | NA | NA | NA | NA | NA | NA | NA | NA | new economy project | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-154329 |
| new economy project | marlene campos | new economy project | NA | NA | NA | NA | NA | NA | NA | NA | new economy project | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-154343 |
| international bancshares | dennis nixon | international bancshares | NA | NA | NA | NA | NA | NA | NA | NA | international bancshares | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148413 |
| pacifica resource center | anita rees | pacifica copley center | NA | NA | NA | NA | NA | NA | NA | NA | pacifica copley center | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-157965 |
| clarity services | NA | clarity health services | NA | NA | NA | NA | NA | NA | NA | NA | clarity health services | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158281 |
| capital cash | NA | capital cash management | NA | NA | NA | NA | NA | NA | NA | NA | capital cash management | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158285 |
| world acceptance | anonymous anonymous | world acceptance | NA | NA | NA | NA | NA | NA | NA | NA | world acceptance | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-185032 |
| washington financial services | anonymous anonymous | accumed services washington | NA | NA | NA | NA | NA | NA | NA | NA | accumed services washington | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-185033 |
| office common council | benito barrios | qic ballston common office reit | NA | NA | NA | NA | NA | NA | NA | NA | qic ballston common office reit | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-187770 |
| cash dash | william strong | cash dash | NA | NA | NA | NA | NA | NA | NA | NA | cash dash | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-185146 |
| department financial institutions utah | anonymous anonymous | asset management financial institutions | NA | NA | NA | NA | NA | NA | NA | NA | asset management financial institutions | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-185040 |
| harpeth financial | anonymous anonymous | harpeth financial services | NA | NA | NA | NA | NA | NA | NA | NA | harpeth financial services | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-186582 |
| enova internation | anonymous anonymous | enova international | NA | NA | NA | NA | NA | NA | NA | NA | enova international | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-186589 |
| denver colorado | bill cadman | summit denver colorado | NA | NA | NA | NA | NA | NA | NA | NA | summit denver colorado | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-187765 |
| lamar advertising | richard montgomery | lamar advertising | NA | NA | NA | NA | NA | NA | NA | NA | lamar advertising | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-164441 |
| one detroit credit | hank hubbard | radio one detroit | NA | NA | NA | NA | NA | NA | NA | NA | radio one detroit | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-170682 |
| check cash | anonymous anonymous | check cash | NA | NA | NA | NA | NA | NA | NA | NA | check cash | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-187768 |
| independent finance illinois | anonymous anonymous | independent forensics illinois | NA | NA | NA | NA | NA | NA | NA | NA | independent forensics illinois | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-185038 |
| payday loan | anonymous anonymous | payday loan | NA | NA | NA | NA | NA | NA | NA | NA | payday loan | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-185176 |
| lending bear | lending bear lending bear | lllp bear creek lending 2012 | NA | NA | NA | NA | NA | NA | NA | NA | lllp bear creek lending 2012 | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199030 |
| instant cash | instant cash instant cash | instant cash services | NA | NA | NA | NA | NA | NA | NA | NA | instant cash services | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199028 |
| check cash | anonymous anonymous | check cash | NA | NA | NA | NA | NA | NA | NA | NA | check cash | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199101 |
| 1 check cashing paradise | anonymous anonymous | paradise financial mortgage 1 | NA | NA | NA | NA | NA | NA | NA | NA | paradise financial mortgage 1 | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199106 |
| check partnership | anonymous anonymous | checkers control partnership | NA | NA | NA | NA | NA | NA | NA | NA | checkers control partnership | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199114 |
| nationwide acceptance | martin e less | nationwide acceptance | NA | NA | NA | NA | NA | NA | NA | NA | nationwide acceptance | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-189985 |
| lending bear | anonymous anonymous | lllp bear creek lending 2012 | NA | NA | NA | NA | NA | NA | NA | NA | lllp bear creek lending 2012 | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199121 |
| instant cash | anonymous anonymous | instant cash services | NA | NA | NA | NA | NA | NA | NA | NA | instant cash services | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199120 |
| cash dash | judy strong | cash dash | NA | NA | NA | NA | NA | NA | NA | NA | cash dash | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199460 |
| securities industry financial markets | kevin carroll | securities industry financial markets | NA | NA | NA | NA | NA | NA | NA | NA | securities industry financial markets | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0020-6253 |
# 1k
paste("FDIC_Institutions matches: ", sum(!is.na(d$FDIC_Institutions_name)) )## [1] "FDIC_Institutions matches: 1267"d %>% filter(!is.na(FDIC_Institutions_name)) %>% select(ends_with("name"), comment_url) %>% kablebox()| comment_org_name | comment_submitter_name | CIK_name | CreditUnions_name | FDIC_Institutions_name | FFIECInstitutions_name | SEC_Institutions_name | compustat_resources_name | nonprofits_resources_name | opensecrets_resources_jwVersion_name | FDIC_Institutions-orgMatch:STNAME | org_name | NonProfitTax_name | OpenSecretsOrgs_name | comment_url |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| cross plains | karen obrien | NA | NA | cross plains | NA | NA | NA | NA | NA | Indiana | cross plains | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0399 |
| cross plains | jim tubbs | NA | NA | cross plains | NA | NA | NA | NA | NA | Indiana | cross plains | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0402 |
| denver savings | karrie ryherd | NA | NA | denver savings | NA | NA | NA | NA | NA | Iowa | denver savings | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0415 |
| cross plains | sabrina mitchell | NA | NA | cross plains | NA | NA | NA | NA | NA | Indiana | cross plains | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0392 |
| jarrettsville savings loan | lisa ruzicka | NA | NA | jarrettsville savings loan | NA | NA | NA | NA | NA | Maryland | jarrettsville savings loan | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0395 |
| cross plains | beth mcnulty | NA | NA | cross plains | NA | NA | NA | NA | NA | Indiana | cross plains | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0409 |
| first savings | jon mancari | NA | NA | first savings | NA | NA | NA | NA | NA | Iowa | first savings | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0401 |
| cross plains | rachel kleven | NA | NA | cross plains | NA | NA | NA | NA | NA | Indiana | cross plains | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0393 |
| texas austin | brenda williams | NA | NA | texas austin | NA | NA | NA | NA | NA | Texas | texas austin | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0387 |
| credit one | barbara hoerner | NA | NA | credit one | NA | NA | NA | NA | NA | Nevada | credit one | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12102 |
| cross plains | susan zander | NA | NA | cross plains | NA | NA | NA | NA | NA | Indiana | cross plains | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0427 |
| first southeast | jessica aggen | NA | NA | first southeast | NA | NA | NA | NA | NA | Wisconsin | first southeast | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0474 |
| first southeast | kaila case | NA | NA | first southeast | NA | NA | NA | NA | NA | Wisconsin | first southeast | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0476 |
| first southeast | debra skaalen | NA | NA | first southeast | NA | NA | NA | NA | NA | Wisconsin | first southeast | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0468 |
| united farmers | lisa boe | NA | NA | united farmers | NA | NA | NA | NA | NA | Minnesota | united farmers | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0482 |
| security savings | mindy swieter | NA | NA | security savings | NA | NA | NA | NA | NA | Iowa | security savings | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0485 |
| first southeast | christopher skaalen | NA | NA | first southeast | NA | NA | NA | NA | NA | Wisconsin | first southeast | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0466 |
| valley premier | bruce tellefson | NA | NA | valley premier | NA | NA | NA | NA | NA | Minnesota | valley premier | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0465 |
| security savings | brad lane | NA | NA | security savings | NA | NA | NA | NA | NA | Iowa | security savings | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0463 |
| security savings | kent peterson | NA | NA | security savings | NA | NA | NA | NA | NA | Iowa | security savings | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0479 |
| first capital | barbara melton | NA | NA | first capital | NA | NA | NA | NA | NA | Oklahoma | first capital | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0460 |
| wood huston | mark thompson | NA | NA | wood huston | NA | NA | NA | NA | NA | Missouri | wood huston | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0484 |
| reliance savings | barton hann | NA | NA | reliance savings | NA | NA | NA | NA | NA | Wisconsin | reliance savings | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0462 |
| cumberland valley | lisa robbins | NA | NA | cumberland valley | NA | NA | NA | NA | NA | Kentucky | cumberland valley | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0483 |
| first southeast | james skaalen | NA | NA | first southeast | NA | NA | NA | NA | NA | Wisconsin | first southeast | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0471 |
| port richmond savings | dianne haywood | NA | NA | port richmond savings | NA | NA | NA | NA | NA | Pennsylvania | port richmond savings | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0554 |
| security savings | donna lambert | NA | NA | security savings | NA | NA | NA | NA | NA | Iowa | security savings | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0555 |
| pine river | kirsten eggena | NA | NA | pine river | NA | NA | NA | NA | NA | Minnesota | pine river | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0577 |
| monroe savings | theresa bruninghaus | NA | NA | monroe savings | NA | NA | NA | NA | NA | New Jersey | monroe savings | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0601 |
| lumbee guaranty | kate smith | NA | NA | lumbee guaranty | NA | NA | NA | NA | NA | North Carolina | lumbee guaranty | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0575 |
| first minnetonka | kurt wilkowske | NA | NA | first minnetonka | NA | NA | NA | NA | NA | Minnesota | first minnetonka | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0579 |
| farmers hamel | tom screeden | NA | NA | farmers hamel | NA | NA | NA | NA | NA | Minnesota | farmers hamel | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0604 |
| port richmond savings | sidney smith | NA | NA | port richmond savings | NA | NA | NA | NA | NA | Pennsylvania | port richmond savings | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0599 |
| security savings | kathy carlson | NA | NA | security savings | NA | NA | NA | NA | NA | Iowa | security savings | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0576 |
| citizens alliance | john gill | NA | NA | citizens alliance | NA | NA | NA | NA | NA | Minnesota | citizens alliance | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0568 |
| first farmers | joseph conroy | NA | NA | first farmers | NA | NA | NA | NA | NA | Kentucky | first farmers | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0570 |
| first commercial | alan walters | NA | NA | first commercial | NA | NA | NA | NA | NA | Missouri | first commercial | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0571 |
| first wyoming | mark zaruba | NA | NA | first wyoming | NA | NA | NA | NA | NA | Minnesota | first wyoming | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0629 |
| red river | melinda mclain | NA | NA | red river | NA | NA | NA | NA | NA | Minnesota | red river | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0628 |
| cross keys | ben waston | NA | NA | cross keys | NA | NA | NA | NA | NA | Louisiana | cross keys | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0638 |
| first minnesota | kim stevensen | NA | NA | first minnesota | NA | NA | NA | NA | NA | Minnesota | first minnesota | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0633 |
| first jeanerette | shondra louviere | NA | NA | first jeanerette | NA | NA | NA | NA | NA | Louisiana | first jeanerette | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0658 |
| red river | r chatelain | NA | NA | red river | NA | NA | NA | NA | NA | Minnesota | red river | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0661 |
| gulf coast | mona crescioni | NA | NA | gulf coast | NA | NA | NA | NA | NA | Louisiana | gulf coast | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0655 |
| international amherst | lonnie przybylski | NA | NA | international amherst | NA | NA | NA | NA | NA | Wisconsin | international amherst | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0653 |
| esb financial | james wayman | NA | NA | esb financial | NA | NA | NA | NA | NA | Kansas | esb financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0699 |
| pine river | larrie nelson | NA | NA | pine river | NA | NA | NA | NA | NA | Minnesota | pine river | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0702 |
| citizens alliance | neal prokosch | NA | NA | citizens alliance | NA | NA | NA | NA | NA | Minnesota | citizens alliance | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0707 |
| lincoln savings | brenda kelchen | NA | NA | lincoln savings | NA | NA | NA | NA | NA | Iowa | lincoln savings | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0695 |
| wood huston | jeff crawford | NA | NA | wood huston | NA | NA | NA | NA | NA | Missouri | wood huston | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0701 |
| new market | anita drentlaw | NA | NA | new market | NA | NA | NA | NA | NA | Minnesota | new market | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0693 |
| pine river | deb larson | NA | NA | pine river | NA | NA | NA | NA | NA | Minnesota | pine river | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0697 |
| red river | melinda mclain | NA | NA | red river | NA | NA | NA | NA | NA | Minnesota | red river | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0714 |
| farmers savings | becky miller | NA | NA | farmers savings | NA | NA | NA | NA | NA | Iowa | farmers savings | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0385 |
| comenity comenity capital | john marion | NA | NA | comenity capital | NA | NA | NA | NA | NA | Utah | comenity capital | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9558 |
| financial services | chrys lemon | NA | NA | financial services | NA | NA | NA | NA | NA | Kentucky | financial services | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9483 |
| grain valley | bill lefko | NA | NA | grain valley | NA | NA | NA | NA | NA | Missouri | grain valley | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0008 |
| standing stone | rick bagby | NA | NA | standing stone | NA | NA | NA | NA | NA | Ohio | standing stone | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0004 |
| sabal palm | teri rader | NA | NA | sabal palm | NA | NA | NA | NA | NA | Florida | sabal palm | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0143 |
| financial services | david john | NA | NA | financial services | NA | NA | NA | NA | NA | Kentucky | financial services | NA | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-1165 |
| lone star properties | carol schultz | NA | NA | lone star savings | NA | NA | NA | NA | NA | Texas | lone star savings | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0038-1642 |
| financial services | NA | NA | NA | financial services | NA | NA | NA | NA | NA | Kentucky | financial services | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-211925 |
| home builders | michelle hamecs | NA | NA | home builders | NA | NA | NA | NA | NA | Ohio | home builders | NA | NA | https://www.regulations.gov/document?D=CFPB-2017-0018-0026 |
| independent bankers | ron haynie | NA | NA | independent bankers | NA | NA | NA | NA | NA | Illinois | independent bankers | NA | NA | https://www.regulations.gov/document?D=CFPB-2017-0018-0031 |
| home builders | curtis milton | NA | NA | home builders | NA | NA | NA | NA | NA | Ohio | home builders | NA | NA | https://www.regulations.gov/document?D=CFPB-2017-0018-0046 |
| financial services | dennis shaul | NA | NA | financial services | NA | NA | NA | NA | NA | Kentucky | financial services | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-211928 |
| southern heritage | dixie long | NA | NA | southern heritage | NA | NA | NA | NA | NA | Louisiana | southern heritage | NA | NA | https://www.regulations.gov/document?D=CFPB-2017-0021-0022 |
| fa colonial savings | kish ivey | NA | NA | fa colonial savings | NA | NA | NA | NA | NA | Kansas | fa colonial savings | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0038-1608 |
| farmers merchants long beach | angela oganezova | NA | NA | farmers merchants long beach | NA | NA | NA | NA | NA | California | farmers merchants long beach | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0038-1609 |
| first south | sheila greer | NA | NA | first south | NA | NA | NA | NA | NA | Georgia | first south | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0038-1624 |
| loan central | loan central | NA | NA | central savings loan | NA | NA | NA | NA | NA | Illinois | central savings loan | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-144560 |
| fifth third | chad borton | NA | NA | fifth third | NA | NA | NA | NA | NA | Ohio | fifth third | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-147147 |
| mississippi bankers | gordon fellows | NA | NA | mississippi bankers | NA | NA | NA | NA | NA | Mississippi | mississippi bankers | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-146944 |
| north side credit | sarah marshall | NA | NA | citizens north side | NA | NA | NA | NA | NA | Wisconsin | citizens north side | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148776 |
| nebraska bankers | richard baier | NA | NA | nebraska bankers | NA | NA | NA | NA | NA | Nebraska | nebraska bankers | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148799 |
| south carolina bankers | neil rashley | NA | NA | bankers south carolina | NA | NA | NA | NA | NA | South Carolina | bankers south carolina | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148568 |
| southern bancorp | jennifer johnson | NA | NA | southern bancorp | NA | NA | NA | NA | NA | Mississippi | southern bancorp | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-147240 |
| san angelo credit | san angelo credit san angelo credit | NA | NA | central san angelo | NA | NA | NA | NA | NA | Texas | central san angelo | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158262 |
| choice financial | bridgette roman | NA | NA | choice financial | NA | NA | NA | NA | NA | North Dakota | choice financial | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148842 |
| first nebraska | mark asmus | NA | NA | first nebraska | NA | NA | NA | NA | NA | Nebraska | first nebraska | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-147176 |
| north country fcu | robert morgan | NA | NA | north country savings | NA | NA | NA | NA | NA | New York | north country savings | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148796 |
| peoples intermountain | jay hunsaker | NA | NA | peoples intermountain | NA | NA | NA | NA | NA | Utah | peoples intermountain | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-148853 |
| michigan united | terrell harris | NA | NA | united michigan | NA | NA | NA | NA | NA | Michigan | united michigan | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-154295 |
| loan central | shannon cantrell | NA | NA | central savings loan | NA | NA | NA | NA | NA | Illinois | central savings loan | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-169947 |
| michigan united | lincoln johnson | NA | NA | united michigan | NA | NA | NA | NA | NA | Michigan | united michigan | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-169766 |
| michigan united | jorden kelly | NA | NA | united michigan | NA | NA | NA | NA | NA | Michigan | united michigan | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-169775 |
| michigan united | cheryl yancey | NA | NA | united michigan | NA | NA | NA | NA | NA | Michigan | united michigan | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-169783 |
| michigan united | colette knight | NA | NA | united michigan | NA | NA | NA | NA | NA | Michigan | united michigan | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-169776 |
| michigan united | lashanda mayberry | NA | NA | united michigan | NA | NA | NA | NA | NA | Michigan | united michigan | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-169765 |
| third coast credit | dan thorton | NA | NA | ssb third coast | NA | NA | NA | NA | NA | Texas | ssb third coast | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-185084 |
| michigan united | tiffany klashen | NA | NA | united michigan | NA | NA | NA | NA | NA | Michigan | united michigan | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-169773 |
| michigan united | theresa barnes | NA | NA | united michigan | NA | NA | NA | NA | NA | Michigan | united michigan | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-169767 |
| michigan united | stephen mason | NA | NA | united michigan | NA | NA | NA | NA | NA | Michigan | united michigan | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-169759 |
| michigan united | marissa pytel | NA | NA | united michigan | NA | NA | NA | NA | NA | Michigan | united michigan | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-169785 |
| san jose | weston starbird | NA | NA | san jose | NA | NA | NA | NA | NA | California | san jose | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-169430 |
| michigan united | tanisha bell | NA | NA | united michigan | NA | NA | NA | NA | NA | Michigan | united michigan | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-169772 |
| michigan united | kevin jackson | NA | NA | united michigan | NA | NA | NA | NA | NA | Michigan | united michigan | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-169781 |
| louisiana bankers | anonymous anonymous | NA | NA | bankers louisiana | NA | NA | NA | NA | NA | Louisiana | bankers louisiana | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-186541 |
| north carolina | roy cooper | NA | NA | north carolina | NA | NA | NA | NA | NA | North Carolina | north carolina | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-185051 |
| michigan united | chris huley | NA | NA | united michigan | NA | NA | NA | NA | NA | Michigan | united michigan | NA | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-169770 |
# 0
paste("FFIECInstitutions matches: ", sum(!is.na(d$FFIECInstitutions_name)) )## [1] "FFIECInstitutions matches: 0"#d %>% filter(!is.na(FFIECInstitutions_name)) %>% select(ends_with("name")) %>% kablebox()
# 18k
paste("NonProfitTax matches: ", sum(!is.na(d$NonProfitTax_name)) )## [1] "NonProfitTax matches: 5572"d %>% filter(!is.na(NonProfitTax_name)) %>% select(ends_with("name"), comment_url) %>% kablebox()| comment_org_name | comment_submitter_name | CIK_name | CreditUnions_name | FDIC_Institutions_name | FFIECInstitutions_name | SEC_Institutions_name | compustat_resources_name | nonprofits_resources_name | opensecrets_resources_jwVersion_name | FDIC_Institutions-orgMatch:STNAME | org_name | NonProfitTax_name | OpenSecretsOrgs_name | comment_url |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| aca international | leah dempsey | NA | NA | NA | NA | NA | NA | aca international | NA | NA | aca international | aca international | NA | https://www.regulations.gov/document?D=CFPB-2020-0010-0025 |
| alaska credit | amie keirn | NA | NA | NA | NA | NA | NA | alaska credit league | NA | NA | alaska credit league | alaska credit league | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12056 |
| credit systems | susan skovgaard | NA | NA | NA | NA | NA | NA | health systems credit | NA | NA | health systems credit | health systems credit | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12044 |
| legal services elderly | jill randall | NA | NA | NA | NA | NA | NA | legal services elderly | NA | NA | legal services elderly | legal services elderly | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12051 |
| better markets | andrew bunker | NA | NA | NA | NA | NA | NA | better markets | NA | NA | better markets | better markets | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12055 |
| legal aid society | colten fleu | NA | NA | NA | NA | NA | NA | legal aid society | NA | NA | legal aid society | legal aid society | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12042 |
| maryland consumer rights coalition | maceline white | NA | NA | NA | NA | NA | NA | maryland consumer rights coalition | NA | NA | maryland consumer rights coalition | maryland consumer rights coalition | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12050 |
| legal aid nebraska | jennifer gaughan | NA | NA | NA | NA | NA | NA | legal aid nebraska | NA | NA | legal aid nebraska | legal aid nebraska | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12089 |
| western new york law center | matthew parham | NA | NA | NA | NA | NA | NA | western new york law center | NA | NA | western new york law center | western new york law center | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12080 |
| bay area legal aid | ofra pleban | NA | NA | NA | NA | NA | NA | bay area legal aid | NA | NA | bay area legal aid | bay area legal aid | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12075 |
| missouri faith voices | rev dr cassandra gould | NA | NA | NA | NA | NA | NA | missouri faith voices | NA | NA | missouri faith voices | missouri faith voices | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12070 |
| legal aid society san diego | joe villaseñor | NA | NA | NA | NA | NA | NA | legal aid society san diego | NA | NA | legal aid society san diego | legal aid society san diego | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12088 |
| minnesota credit network | timothy tacheny | NA | NA | NA | NA | NA | NA | minnesota credit network | NA | NA | minnesota credit network | minnesota credit network | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12062 |
| virginia poverty law center | jay speer | NA | NA | NA | NA | NA | NA | virginia poverty law center | NA | NA | virginia poverty law center | virginia poverty law center | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12090 |
| maryland consumers | marceline white | NA | NA | NA | NA | NA | NA | funeral consumers alliance maryland environs | NA | NA | funeral consumers alliance maryland environs | funeral consumers alliance maryland environs | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12081 |
| conference supervisors | joey samowitz | NA | NA | NA | NA | NA | NA | conference supervisors | NA | NA | conference supervisors | conference supervisors | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12087 |
| maryland consumers | marceline white | NA | NA | NA | NA | NA | NA | funeral consumers alliance maryland environs | NA | NA | funeral consumers alliance maryland environs | funeral consumers alliance maryland environs | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12082 |
| american bankers | trenea everett | NA | NA | NA | NA | NA | NA | american bankers | NA | NA | american bankers | american bankers | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12061 |
| better markets | andrew bunker | NA | NA | NA | NA | NA | NA | better markets | NA | NA | better markets | better markets | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12059 |
| center law economic justice | claudia wilner | NA | NA | NA | NA | NA | NA | center law economic justice | NA | NA | center law economic justice | center law economic justice | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12097 |
| montana independent bankers | james brown | NA | NA | NA | NA | NA | NA | montana independent bankers | NA | NA | montana independent bankers | montana independent bankers | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0560 |
| massachusetts affordable housing alliance | anonymous anonymous | NA | NA | NA | NA | NA | NA | massachusetts affordable housing alliance | NA | NA | massachusetts affordable housing alliance | massachusetts affordable housing alliance | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0663 |
| bankers michigan | michael tierney | NA | NA | NA | NA | NA | NA | bankers michigan | NA | NA | bankers michigan | bankers michigan | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0705 |
| american bankers | anonymous anonymous | NA | NA | NA | NA | NA | NA | american bankers | NA | NA | american bankers | american bankers | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0674 |
| american bankers | rod alba | NA | NA | NA | NA | NA | NA | american bankers | NA | NA | american bankers | american bankers | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0675 |
| texas appleseed | melissa sloan | NA | NA | NA | NA | NA | NA | texas appleseed | NA | NA | texas appleseed | texas appleseed | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0683 |
| pittsburgh reinvestment | ernest hogan | NA | NA | NA | NA | NA | NA | pittsburgh reinvestment | NA | NA | pittsburgh reinvestment | pittsburgh reinvestment | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0686 |
| heartland credit | brad douglas | NA | NA | NA | NA | NA | NA | heartland credit | NA | NA | heartland credit | heartland credit | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0687 |
| aca international | leah dempsey | NA | NA | NA | NA | NA | NA | aca international | NA | NA | aca international | aca international | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12112 |
| institute college access success | michele streeter | NA | NA | NA | NA | NA | NA | institute college access success | NA | NA | institute college access success | institute college access success | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-8564 |
| client services | carrie bextermueller | NA | NA | NA | NA | NA | NA | client services | NA | NA | client services | client services | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9068 |
| professional finance | nicholas prola | NA | NA | NA | NA | NA | NA | california asian insurance finance professional | NA | NA | california asian insurance finance professional | california asian insurance finance professional | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9193 |
| native american financial services | gary davis | NA | NA | NA | NA | NA | NA | native american financial services | NA | NA | native american financial services | native american financial services | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9163 |
| commercial law league | kerrick daniel | NA | NA | NA | NA | NA | NA | commercial law league | NA | NA | commercial law league | commercial law league | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9362 |
| reverse mortgage lenders | steve irwin | NA | NA | NA | NA | NA | NA | reverse mortgage lenders | NA | NA | reverse mortgage lenders | reverse mortgage lenders | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9246 |
| heartland credit | brad douglas | NA | NA | NA | NA | NA | NA | heartland credit | NA | NA | heartland credit | heartland credit | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9216 |
| indiana legal services | jon laramore | NA | NA | NA | NA | NA | NA | indiana legal services | NA | NA | indiana legal services | indiana legal services | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9244 |
| installment lenders | geoffrey gradler | NA | NA | NA | NA | NA | NA | installment lenders | NA | NA | installment lenders | installment lenders | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9361 |
| empower missouri | jeanette mott oxford | NA | NA | NA | NA | NA | NA | empower missouri | NA | NA | empower missouri | empower missouri | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9669 |
| legal action wisconsin | jessica roulette | NA | NA | NA | NA | NA | NA | legal action wisconsin | NA | NA | legal action wisconsin | legal action wisconsin | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9485 |
| consumer bankers | stephen congdon | NA | NA | NA | NA | NA | NA | consumer bankers | NA | NA | consumer bankers | consumer bankers | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9630 |
| creditors bar | yale levy | NA | NA | NA | NA | NA | NA | california creditors bar | NA | NA | california creditors bar | california creditors bar | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9603 |
| maryland consumer rights coalition | marceline white | NA | NA | NA | NA | NA | NA | maryland consumer rights coalition | NA | NA | maryland consumer rights coalition | maryland consumer rights coalition | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9679 |
| public citizen | bartlett naylor | NA | NA | NA | NA | NA | NA | public citizen | NA | NA | public citizen | public citizen | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9643 |
| southern poverty law center | chandra foster | NA | NA | NA | NA | NA | NA | southern poverty law center | NA | NA | southern poverty law center | southern poverty law center | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9632 |
| policy institute | naeha prakash | NA | NA | NA | NA | NA | NA | policy institute | NA | NA | policy institute | policy institute | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9610 |
| montana legal services | beth hayes | NA | NA | NA | NA | NA | NA | montana legal services | NA | NA | montana legal services | montana legal services | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9612 |
| american resort arda | stefanie jackman | NA | NA | NA | NA | NA | NA | arda resort owners coalition | NA | NA | arda resort owners coalition | arda resort owners coalition | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9592 |
| aca international | leah dempsey | NA | NA | NA | NA | NA | NA | aca international | NA | NA | aca international | aca international | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9666 |
| pro seniors | miriam sheline | NA | NA | NA | NA | NA | NA | pro seniors | NA | NA | pro seniors | pro seniors | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9635 |
| new jersey citizen action | beverly brown ruggia | NA | NA | NA | NA | NA | NA | citizen action new jersey | NA | NA | citizen action new jersey | citizen action new jersey | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9390 |
| independent automobile dealers | shaun petersen | NA | NA | NA | NA | NA | NA | independent automobile dealers assn | NA | NA | independent automobile dealers assn | independent automobile dealers assn | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9398 |
| cornerstone credit league | suzanne yashewski | NA | NA | NA | NA | NA | NA | cornerstone credit league | NA | NA | cornerstone credit league | cornerstone credit league | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9688 |
| consumers research | NA | NA | NA | NA | NA | NA | NA | consumers research | NA | NA | consumers research | consumers research | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9580 |
| greater boston legal services | nadine cohen | NA | NA | NA | NA | NA | NA | greater boston legal services | NA | NA | greater boston legal services | greater boston legal services | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9601 |
| colorado center law policy | sara lipowitz | NA | NA | NA | NA | NA | NA | colorado center law policy | NA | NA | colorado center law policy | colorado center law policy | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9577 |
| public law center | leigh ferrin | NA | NA | NA | NA | NA | NA | public law center | NA | NA | public law center | public law center | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9658 |
| new mexico center law poverty | lindsay cutler | NA | NA | NA | NA | NA | NA | new mexico center law poverty | NA | NA | new mexico center law poverty | new mexico center law poverty | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9554 |
| florida creditors bar | alison walters | NA | NA | NA | NA | NA | NA | florida creditors bar | NA | NA | florida creditors bar | florida creditors bar | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9583 |
| american legal financial network | john hearn | NA | NA | NA | NA | NA | NA | american legal financial network | NA | NA | american legal financial network | american legal financial network | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9555 |
| true sky credit | sean cahill | NA | NA | NA | NA | NA | NA | true sky credit | NA | NA | true sky credit | true sky credit | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9537 |
| coalition higher education assistance | anonymous anonymous | NA | NA | NA | NA | NA | NA | coalition higher education assistance | NA | NA | coalition higher education assistance | coalition higher education assistance | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9400 |
| legal services new jersey | anonymous anonymous | NA | NA | NA | NA | NA | NA | legal services new jersey | NA | NA | legal services new jersey | legal services new jersey | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9683 |
| maine center economic policy | jody harris | NA | NA | NA | NA | NA | NA | maine center economic policy | NA | NA | maine center economic policy | maine center economic policy | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9690 |
| georgia watch | liz coyle | NA | NA | NA | NA | NA | NA | georgia watch | NA | NA | georgia watch | georgia watch | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9608 |
| employment law project | judith conti | NA | NA | NA | NA | NA | NA | employment law project | NA | NA | employment law project | employment law project | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9699 |
| legal aid center southern nevada | anonymous anonymous | NA | NA | NA | NA | NA | NA | legal aid center southern nevada | NA | NA | legal aid center southern nevada | legal aid center southern nevada | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9582 |
| estate debt coalition | anonymous anonymous | NA | NA | NA | NA | NA | NA | estate managers coalition | NA | NA | estate managers coalition | estate managers coalition | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9604 |
| faith et al wisconsin consumer advocates | anonymous anonymous | NA | NA | NA | NA | NA | NA | planned parenthood advocates wisconsin | NA | NA | planned parenthood advocates wisconsin | planned parenthood advocates wisconsin | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9445 |
| legal services center harvard law school predatory lending consumer protection clinic | anonymous anonymous | NA | NA | NA | NA | NA | NA | jimmy ryce center victims predatory abduction | NA | NA | jimmy ryce center victims predatory abduction | jimmy ryce center victims predatory abduction | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9626 |
| ohio creditors attorneys | fredric kannensohn | NA | NA | NA | NA | NA | NA | ohio creditors attorneys | NA | NA | ohio creditors attorneys | ohio creditors attorneys | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9567 |
| oakland attorneys office | anonymous anonymous | NA | NA | NA | NA | NA | NA | oakland 14th office | NA | NA | oakland 14th office | oakland 14th office | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9497 |
| veri di suvero | anonymous anonymous | NA | NA | NA | NA | NA | NA | danny claudine veri family foundation | NA | NA | danny claudine veri family foundation | danny claudine veri family foundation | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9439 |
| mountain justice | anonymous anonymous | NA | NA | NA | NA | NA | NA | mountain justice | NA | NA | mountain justice | mountain justice | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9599 |
| maine equal justice | michael kebede | NA | NA | NA | NA | NA | NA | maine equal justice partners | NA | NA | maine equal justice partners | maine equal justice partners | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9611 |
| african american historical society | mae breckenridge | NA | NA | NA | NA | NA | NA | african american historical society portsmouth | NA | NA | african american historical society portsmouth | african american historical society portsmouth | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9654 |
| consumer advocates | anonymous anonymous | NA | NA | NA | NA | NA | NA | consumer advocates | NA | NA | consumer advocates | consumer advocates | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9543 |
| student loan servicing alliance | anonymous anonymous | NA | NA | NA | NA | NA | NA | student loan servicing alliance | NA | NA | student loan servicing alliance | student loan servicing alliance | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9561 |
| consumer federation | susan grant | NA | NA | NA | NA | NA | NA | consumer federation | NA | NA | consumer federation | consumer federation | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9589 |
| veterans education success | mike saunders | NA | NA | NA | NA | NA | NA | veterans education success | NA | NA | veterans education success | veterans education success | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9544 |
| woodstock institute | brent adams | NA | NA | NA | NA | NA | NA | woodstock institute | NA | NA | woodstock institute | woodstock institute | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9492 |
| michigan creditors bar | anonymous anonymous | NA | NA | NA | NA | NA | NA | michigan creditors bar | NA | NA | michigan creditors bar | michigan creditors bar | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9631 |
| arizona creditors bar | david lippman | NA | NA | NA | NA | NA | NA | california creditors bar | NA | NA | california creditors bar | california creditors bar | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-9605 |
| better markets | andrew bunker | NA | NA | NA | NA | NA | NA | better markets | NA | NA | better markets | better markets | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-12032 |
| aca international | leah dempsey | NA | NA | NA | NA | NA | NA | aca international | NA | NA | aca international | aca international | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-0042 |
| affordable housing centers pennsylvania | kenneth bigos | NA | NA | NA | NA | NA | NA | affordable housing centers pennsylvania | NA | NA | affordable housing centers pennsylvania | affordable housing centers pennsylvania | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0018 |
| aca international | leah dempsey | NA | NA | NA | NA | NA | NA | aca international | NA | NA | aca international | aca international | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-0044 |
| housing action illinois | bob palmer | NA | NA | NA | NA | NA | NA | housing action illinois | NA | NA | housing action illinois | housing action illinois | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0024 |
| delaware reinvestment action council | rashmi rangan | NA | NA | NA | NA | NA | NA | delaware reinvestment action council | NA | NA | delaware reinvestment action council | delaware reinvestment action council | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0098 |
| aca international | leah dempsey | NA | NA | NA | NA | NA | NA | aca international | NA | NA | aca international | aca international | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-0048 |
| aca international | leah dempsey | NA | NA | NA | NA | NA | NA | aca international | NA | NA | aca international | aca international | NA | https://www.regulations.gov/document?D=CFPB-2019-0022-0049 |
| fair housing center metropolitan detroit | anonymous anonymous | NA | NA | NA | NA | NA | NA | fair housing center metropolitan detroit | NA | NA | fair housing center metropolitan detroit | fair housing center metropolitan detroit | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0165 |
| empire justice center | barbara kerkhove | NA | NA | NA | NA | NA | NA | empire justice center | NA | NA | empire justice center | empire justice center | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0202 |
| metropolitan st louis equal housing opportunity council | elisabeth risch | NA | NA | NA | NA | NA | NA | metropolitan st louis equal housing opportunity council | NA | NA | metropolitan st louis equal housing opportunity council | metropolitan st louis equal housing opportunity council | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0252 |
| league southeastern credit | mike lee | NA | NA | NA | NA | NA | NA | league southeastern credit | NA | NA | league southeastern credit | league southeastern credit | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0253 |
| wisconsin credit league | paul guttormsson | NA | NA | NA | NA | NA | NA | wisconsin credit league | NA | NA | wisconsin credit league | wisconsin credit league | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0254 |
| minnesota bankers | teresa rice | NA | NA | NA | NA | NA | NA | minnesota bankers | NA | NA | minnesota bankers | minnesota bankers | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0271 |
| st louis equal housing opportunity council | elisabeth risch | NA | NA | NA | NA | NA | NA | metropolitan st louis equal housing opportunity council | NA | NA | metropolitan st louis equal housing opportunity council | metropolitan st louis equal housing opportunity council | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0314 |
| new jersey citizen action | beverly brown ruggia | NA | NA | NA | NA | NA | NA | citizen action new jersey | NA | NA | citizen action new jersey | citizen action new jersey | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0316 |
| ohio credit league | miriah lee | NA | NA | NA | NA | NA | NA | ohio credit league | NA | NA | ohio credit league | ohio credit league | NA | https://www.regulations.gov/document?D=CFPB-2019-0021-0263 |
# 4k
paste("OpenSecrets matches: ", sum(!is.na(d$OpenSecretsOrgs_name)) )## [1] "OpenSecrets matches: 4070"d %>% filter(!is.na(OpenSecretsOrgs_name)) %>% select(ends_with("name"), comment_url) %>% kablebox()| comment_org_name | comment_submitter_name | CIK_name | CreditUnions_name | FDIC_Institutions_name | FFIECInstitutions_name | SEC_Institutions_name | compustat_resources_name | nonprofits_resources_name | opensecrets_resources_jwVersion_name | FDIC_Institutions-orgMatch:STNAME | org_name | NonProfitTax_name | OpenSecretsOrgs_name | comment_url |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| truliant credit | atticus simpson | NA | NA | NA | NA | NA | NA | NA | truliant credit | NA | truliant credit | NA | truliant credit | https://www.regulations.gov/document?D=CFPB-2019-0022-12103 |
| apex asset management | john kline | NA | NA | NA | NA | NA | NA | NA | apex asset management | NA | apex asset management | NA | apex asset management | https://www.regulations.gov/document?D=CFPB-2019-0022-9696 |
| libertarian party | stinky mcshploogooli | NA | NA | NA | NA | NA | NA | NA | libertarian party | NA | libertarian party | NA | libertarian party | https://www.regulations.gov/document?D=CFPB-2019-0021-0376 |
| keller williams realty | alice lebkuecher | NA | NA | NA | NA | NA | NA | NA | keller williams realty | NA | keller williams realty | NA | keller williams realty | https://www.regulations.gov/document?D=CFPB-2016-0038-1645 |
| keller williams realty | marcy bennett | NA | NA | NA | NA | NA | NA | NA | keller williams realty | NA | keller williams realty | NA | keller williams realty | https://www.regulations.gov/document?D=CFPB-2016-0038-1637 |
| realtors ebby halliday | meredith held | NA | NA | NA | NA | NA | NA | NA | ebby halliday realtors | NA | ebby halliday realtors | NA | ebby halliday realtors | https://www.regulations.gov/document?D=CFPB-2016-0038-1635 |
| colorado university | bill ritter jr | NA | NA | NA | NA | NA | NA | NA | colorado university | NA | colorado university | NA | colorado university | https://www.regulations.gov/document?D=CFPB-2016-0025-211869 |
| axcess financial | aaron neace | NA | NA | NA | NA | NA | NA | NA | axcess financial services | NA | axcess financial services | NA | axcess financial services | https://www.regulations.gov/document?D=CFPB-2016-0025-211871 |
| florida house representatives | davie eagle | NA | NA | NA | NA | NA | NA | NA | florida house representatives | NA | florida house representatives | NA | florida house representatives | https://www.regulations.gov/document?D=CFPB-2016-0025-211880 |
| alaska usa credit | dan mccue | NA | NA | NA | NA | NA | NA | NA | alaska usa credit | NA | alaska usa credit | NA | alaska usa credit | https://www.regulations.gov/document?D=CFPB-2017-0018-0047 |
| california senate | bob wieckowski | NA | NA | NA | NA | NA | NA | NA | california senate | NA | california senate | NA | california senate | https://www.regulations.gov/document?D=CFPB-2016-0020-6452 |
| bethpage credit | wayne grosse | NA | NA | NA | NA | NA | NA | NA | bethpage credit | NA | bethpage credit | NA | bethpage credit | https://www.regulations.gov/document?D=CFPB-2016-0020-6450 |
| americans financial reform | lisa donner | NA | NA | NA | NA | NA | NA | NA | americans financial reform | NA | americans financial reform | NA | americans financial reform | https://www.regulations.gov/document?D=CFPB-2016-0025-208914 |
| mississippi house representatives | michael evans | NA | NA | NA | NA | NA | NA | NA | mississippi house representatives | NA | mississippi house representatives | NA | mississippi house representatives | https://www.regulations.gov/document?D=CFPB-2016-0025-208725 |
| florida senate | jack latvala | NA | NA | NA | NA | NA | NA | NA | florida senate | NA | florida senate | NA | florida senate | https://www.regulations.gov/document?D=CFPB-2016-0025-208728 |
| mississippi senate | willie simmons | NA | NA | NA | NA | NA | NA | NA | mississippi senate | NA | mississippi senate | NA | mississippi senate | https://www.regulations.gov/document?D=CFPB-2016-0025-208729 |
| mississippi house representatives | kathy sykes | NA | NA | NA | NA | NA | NA | NA | mississippi house representatives | NA | mississippi house representatives | NA | mississippi house representatives | https://www.regulations.gov/document?D=CFPB-2016-0025-208734 |
| wisconsin assembly | robin vos | NA | NA | NA | NA | NA | NA | NA | wisconsin assembly | NA | wisconsin assembly | NA | wisconsin assembly | https://www.regulations.gov/document?D=CFPB-2016-0025-208738 |
| mississippi senate | charles younger | NA | NA | NA | NA | NA | NA | NA | mississippi senate | NA | mississippi senate | NA | mississippi senate | https://www.regulations.gov/document?D=CFPB-2016-0025-208744 |
| south carolina house representatives | jr samuel rivers | NA | NA | NA | NA | NA | NA | NA | south carolina house representatives | NA | south carolina house representatives | NA | south carolina house representatives | https://www.regulations.gov/document?D=CFPB-2016-0025-208736 |
| south carolina house representatives | mike forrester | NA | NA | NA | NA | NA | NA | NA | south carolina house representatives | NA | south carolina house representatives | NA | south carolina house representatives | https://www.regulations.gov/document?D=CFPB-2016-0025-208733 |
| michigan house representatives | robert kosowski | NA | NA | NA | NA | NA | NA | NA | michigan house representatives | NA | michigan house representatives | NA | michigan house representatives | https://www.regulations.gov/document?D=CFPB-2016-0025-208743 |
| illinois general assembly | kimberly lightford | NA | NA | NA | NA | NA | NA | NA | illinois general assembly | NA | illinois general assembly | NA | illinois general assembly | https://www.regulations.gov/document?D=CFPB-2016-0025-208735 |
| house representatives south carolina | mike burns | NA | NA | NA | NA | NA | NA | NA | south carolina house representatives | NA | south carolina house representatives | NA | south carolina house representatives | https://www.regulations.gov/document?D=CFPB-2016-0025-208732 |
| georgia house representatives | bruce williamson | NA | NA | NA | NA | NA | NA | NA | georgia house representatives | NA | georgia house representatives | NA | georgia house representatives | https://www.regulations.gov/document?D=CFPB-2016-0025-208739 |
| house representatives south carolina | garry smith | NA | NA | NA | NA | NA | NA | NA | south carolina house representatives | NA | south carolina house representatives | NA | south carolina house representatives | https://www.regulations.gov/document?D=CFPB-2016-0025-208731 |
| south carolina house representatives | michael pitts | NA | NA | NA | NA | NA | NA | NA | south carolina house representatives | NA | south carolina house representatives | NA | south carolina house representatives | https://www.regulations.gov/document?D=CFPB-2016-0025-208745 |
| americans financial reform | andrew rogers | NA | NA | NA | NA | NA | NA | NA | americans financial reform | NA | americans financial reform | NA | americans financial reform | https://www.regulations.gov/document?D=CFPB-2016-0025-208912 |
| veritec solutions | thomas reinheimer | NA | NA | NA | NA | NA | NA | NA | veritec solutions | NA | veritec solutions | NA | veritec solutions | https://www.regulations.gov/document?D=CFPB-2016-0025-208911 |
| americans financial reform | andrew rogers | NA | NA | NA | NA | NA | NA | NA | americans financial reform | NA | americans financial reform | NA | americans financial reform | https://www.regulations.gov/document?D=CFPB-2016-0020-6391 |
| wolters kluwer financial services | jeanne erickson | NA | NA | NA | NA | NA | NA | NA | wolters kluwer financial services | NA | wolters kluwer financial services | NA | wolters kluwer financial services | https://www.regulations.gov/document?D=CFPB-2016-0038-1610 |
| alaska usa credit | christopher wilder | NA | NA | NA | NA | NA | NA | NA | alaska usa credit | NA | alaska usa credit | NA | alaska usa credit | https://www.regulations.gov/document?D=CFPB-2016-0039-0020 |
| cash express | anonymous anonymous | NA | NA | NA | NA | NA | NA | NA | cash express | NA | cash express | NA | cash express | https://www.regulations.gov/document?D=CFPB-2016-0025-144223 |
| cash express | anonymous anonymous | NA | NA | NA | NA | NA | NA | NA | cash express | NA | cash express | NA | cash express | https://www.regulations.gov/document?D=CFPB-2016-0025-144189 |
| cash express | anonymous anonymous | NA | NA | NA | NA | NA | NA | NA | cash express | NA | cash express | NA | cash express | https://www.regulations.gov/document?D=CFPB-2016-0025-144196 |
| cash express | anonymous anonymous | NA | NA | NA | NA | NA | NA | NA | cash express | NA | cash express | NA | cash express | https://www.regulations.gov/document?D=CFPB-2016-0025-144188 |
| cash express | anonymous anonymous | NA | NA | NA | NA | NA | NA | NA | cash express | NA | cash express | NA | cash express | https://www.regulations.gov/document?D=CFPB-2016-0025-144225 |
| cash express | anonymous anonymous | NA | NA | NA | NA | NA | NA | NA | cash express | NA | cash express | NA | cash express | https://www.regulations.gov/document?D=CFPB-2016-0025-144186 |
| cash express | anonymous anonymous | NA | NA | NA | NA | NA | NA | NA | cash express | NA | cash express | NA | cash express | https://www.regulations.gov/document?D=CFPB-2016-0025-144178 |
| cash express | anonymous anonymous | NA | NA | NA | NA | NA | NA | NA | cash express | NA | cash express | NA | cash express | https://www.regulations.gov/document?D=CFPB-2016-0025-144195 |
| cash express | anonymous anonymous | NA | NA | NA | NA | NA | NA | NA | cash express | NA | cash express | NA | cash express | https://www.regulations.gov/document?D=CFPB-2016-0025-144194 |
| cash express | anonymous anonymous | NA | NA | NA | NA | NA | NA | NA | cash express | NA | cash express | NA | cash express | https://www.regulations.gov/document?D=CFPB-2016-0025-144192 |
| cash express | anonymous anonymous | NA | NA | NA | NA | NA | NA | NA | cash express | NA | cash express | NA | cash express | https://www.regulations.gov/document?D=CFPB-2016-0025-144197 |
| cash express | anonymous anonymous | NA | NA | NA | NA | NA | NA | NA | cash express | NA | cash express | NA | cash express | https://www.regulations.gov/document?D=CFPB-2016-0025-144177 |
| cash express | anonymous anonymous | NA | NA | NA | NA | NA | NA | NA | cash express | NA | cash express | NA | cash express | https://www.regulations.gov/document?D=CFPB-2016-0025-144187 |
| cash express | anonymous anonymous | NA | NA | NA | NA | NA | NA | NA | cash express | NA | cash express | NA | cash express | https://www.regulations.gov/document?D=CFPB-2016-0025-144190 |
| cash express | anonymous anonymous | NA | NA | NA | NA | NA | NA | NA | cash express | NA | cash express | NA | cash express | https://www.regulations.gov/document?D=CFPB-2016-0025-144191 |
| amscot financial | kelly larsson | NA | NA | NA | NA | NA | NA | NA | amscot financial | NA | amscot financial | NA | amscot financial | https://www.regulations.gov/document?D=CFPB-2016-0025-144203 |
| cash express | anonymous anonymous | NA | NA | NA | NA | NA | NA | NA | cash express | NA | cash express | NA | cash express | https://www.regulations.gov/document?D=CFPB-2016-0025-144179 |
| cash express | anonymous anonymous | NA | NA | NA | NA | NA | NA | NA | cash express | NA | cash express | NA | cash express | https://www.regulations.gov/document?D=CFPB-2016-0025-144193 |
| amscot financial | richard holland | NA | NA | NA | NA | NA | NA | NA | amscot financial | NA | amscot financial | NA | amscot financial | https://www.regulations.gov/document?D=CFPB-2016-0025-144246 |
| oklahoma house representatives | scott biggs | NA | NA | NA | NA | NA | NA | NA | oklahoma house representatives | NA | oklahoma house representatives | NA | oklahoma house representatives | https://www.regulations.gov/document?D=CFPB-2016-0025-144287 |
| oklahoma house representatives | scooter park | NA | NA | NA | NA | NA | NA | NA | oklahoma house representatives | NA | oklahoma house representatives | NA | oklahoma house representatives | https://www.regulations.gov/document?D=CFPB-2016-0025-144292 |
| amscot financial | eric staples | NA | NA | NA | NA | NA | NA | NA | amscot financial | NA | amscot financial | NA | amscot financial | https://www.regulations.gov/document?D=CFPB-2016-0025-144307 |
| cash express | anonymous anonymous | NA | NA | NA | NA | NA | NA | NA | cash express | NA | cash express | NA | cash express | https://www.regulations.gov/document?D=CFPB-2016-0025-144304 |
| oklahoma house representatives | chad caldwell | NA | NA | NA | NA | NA | NA | NA | oklahoma house representatives | NA | oklahoma house representatives | NA | oklahoma house representatives | https://www.regulations.gov/document?D=CFPB-2016-0025-144288 |
| amscot financial | kerala logis | NA | NA | NA | NA | NA | NA | NA | amscot financial | NA | amscot financial | NA | amscot financial | https://www.regulations.gov/document?D=CFPB-2016-0025-144308 |
| cash express | anonymous anonymous | NA | NA | NA | NA | NA | NA | NA | cash express | NA | cash express | NA | cash express | https://www.regulations.gov/document?D=CFPB-2016-0025-144305 |
| oklahoma house representatives | james leewright | NA | NA | NA | NA | NA | NA | NA | oklahoma house representatives | NA | oklahoma house representatives | NA | oklahoma house representatives | https://www.regulations.gov/document?D=CFPB-2016-0025-144290 |
| amscot financial | ashleigh spala | NA | NA | NA | NA | NA | NA | NA | amscot financial | NA | amscot financial | NA | amscot financial | https://www.regulations.gov/document?D=CFPB-2016-0025-144309 |
| amscot financial | racquel jones | NA | NA | NA | NA | NA | NA | NA | amscot financial | NA | amscot financial | NA | amscot financial | https://www.regulations.gov/document?D=CFPB-2016-0025-144310 |
| amscot financial | tracy hall | NA | NA | NA | NA | NA | NA | NA | amscot financial | NA | amscot financial | NA | amscot financial | https://www.regulations.gov/document?D=CFPB-2016-0025-144311 |
| wisconsin assembly | tyler august | NA | NA | NA | NA | NA | NA | NA | wisconsin assembly | NA | wisconsin assembly | NA | wisconsin assembly | https://www.regulations.gov/document?D=CFPB-2016-0025-144295 |
| oklahoma house representatives | jon echols | NA | NA | NA | NA | NA | NA | NA | oklahoma house representatives | NA | oklahoma house representatives | NA | oklahoma house representatives | https://www.regulations.gov/document?D=CFPB-2016-0025-144289 |
| cash express | anonymous anonymous | NA | NA | NA | NA | NA | NA | NA | cash express | NA | cash express | NA | cash express | https://www.regulations.gov/document?D=CFPB-2016-0025-144303 |
| oklahoma house representatives | pat ownbey | NA | NA | NA | NA | NA | NA | NA | oklahoma house representatives | NA | oklahoma house representatives | NA | oklahoma house representatives | https://www.regulations.gov/document?D=CFPB-2016-0025-144291 |
| cash express | anonymous anonymous | NA | NA | NA | NA | NA | NA | NA | cash express | NA | cash express | NA | cash express | https://www.regulations.gov/document?D=CFPB-2016-0025-144253 |
| cash express | anonymous anonymous | NA | NA | NA | NA | NA | NA | NA | cash express | NA | cash express | NA | cash express | https://www.regulations.gov/document?D=CFPB-2016-0025-144302 |
| texas house representatives | jodie laubenberg | NA | NA | NA | NA | NA | NA | NA | texas house representatives | NA | texas house representatives | NA | texas house representatives | https://www.regulations.gov/document?D=CFPB-2016-0025-144323 |
| oklahoma house representatives | justin wood | NA | NA | NA | NA | NA | NA | NA | oklahoma house representatives | NA | oklahoma house representatives | NA | oklahoma house representatives | https://www.regulations.gov/document?D=CFPB-2016-0025-144338 |
| south carolina house representatives | garry smith | NA | NA | NA | NA | NA | NA | NA | south carolina house representatives | NA | south carolina house representatives | NA | south carolina house representatives | https://www.regulations.gov/document?D=CFPB-2016-0025-144388 |
| maryland house delegates | dana stein | NA | NA | NA | NA | NA | NA | NA | maryland house delegates | NA | maryland house delegates | NA | maryland house delegates | https://www.regulations.gov/document?D=CFPB-2016-0025-144397 |
| mississippi senate | willie simmons | NA | NA | NA | NA | NA | NA | NA | mississippi senate | NA | mississippi senate | NA | mississippi senate | https://www.regulations.gov/document?D=CFPB-2016-0025-144389 |
| mississippi house representatives | joel bomgar | NA | NA | NA | NA | NA | NA | NA | mississippi house representatives | NA | mississippi house representatives | NA | mississippi house representatives | https://www.regulations.gov/document?D=CFPB-2016-0025-144385 |
| mississippi house representatives | michael evans | NA | NA | NA | NA | NA | NA | NA | mississippi house representatives | NA | mississippi house representatives | NA | mississippi house representatives | https://www.regulations.gov/document?D=CFPB-2016-0025-144390 |
| indiana house representatives | greg beumer | NA | NA | NA | NA | NA | NA | NA | indiana house representatives | NA | indiana house representatives | NA | indiana house representatives | https://www.regulations.gov/document?D=CFPB-2016-0025-144395 |
| north carolina house representatives | larry hall | NA | NA | NA | NA | NA | NA | NA | north carolina house representatives | NA | north carolina house representatives | NA | north carolina house representatives | https://www.regulations.gov/document?D=CFPB-2016-0025-144392 |
| wisconsin senate | stephen nass | NA | NA | NA | NA | NA | NA | NA | wisconsin senate | NA | wisconsin senate | NA | wisconsin senate | https://www.regulations.gov/document?D=CFPB-2016-0025-144394 |
| mississippi senate | terry burton | NA | NA | NA | NA | NA | NA | NA | mississippi senate | NA | mississippi senate | NA | mississippi senate | https://www.regulations.gov/document?D=CFPB-2016-0025-144396 |
| axcess financial | aaron neace | NA | NA | NA | NA | NA | NA | NA | axcess financial services | NA | axcess financial services | NA | axcess financial services | https://www.regulations.gov/document?D=CFPB-2016-0025-144687 |
| axcess financial | aaron neace | NA | NA | NA | NA | NA | NA | NA | axcess financial services | NA | axcess financial services | NA | axcess financial services | https://www.regulations.gov/document?D=CFPB-2016-0025-144686 |
| axcess financial | aaron neace | NA | NA | NA | NA | NA | NA | NA | axcess financial services | NA | axcess financial services | NA | axcess financial services | https://www.regulations.gov/document?D=CFPB-2016-0025-144734 |
| axcess financial | aaron neace | NA | NA | NA | NA | NA | NA | NA | axcess financial services | NA | axcess financial services | NA | axcess financial services | https://www.regulations.gov/document?D=CFPB-2016-0025-144713 |
| axcess financial | aaron neace | NA | NA | NA | NA | NA | NA | NA | axcess financial services | NA | axcess financial services | NA | axcess financial services | https://www.regulations.gov/document?D=CFPB-2016-0025-144690 |
| axcess financial | aaron neace | NA | NA | NA | NA | NA | NA | NA | axcess financial services | NA | axcess financial services | NA | axcess financial services | https://www.regulations.gov/document?D=CFPB-2016-0025-144685 |
| axcess financial | aaron neace | NA | NA | NA | NA | NA | NA | NA | axcess financial services | NA | axcess financial services | NA | axcess financial services | https://www.regulations.gov/document?D=CFPB-2016-0025-144733 |
| axcess financial | aaron neace | NA | NA | NA | NA | NA | NA | NA | axcess financial services | NA | axcess financial services | NA | axcess financial services | https://www.regulations.gov/document?D=CFPB-2016-0025-144747 |
| axcess financial | aaron neace | NA | NA | NA | NA | NA | NA | NA | axcess financial services | NA | axcess financial services | NA | axcess financial services | https://www.regulations.gov/document?D=CFPB-2016-0025-144727 |
| axcess financial | aaron neace | NA | NA | NA | NA | NA | NA | NA | axcess financial services | NA | axcess financial services | NA | axcess financial services | https://www.regulations.gov/document?D=CFPB-2016-0025-144710 |
| axcess financial | aaron neace | NA | NA | NA | NA | NA | NA | NA | axcess financial services | NA | axcess financial services | NA | axcess financial services | https://www.regulations.gov/document?D=CFPB-2016-0025-144730 |
| axcess financial | aaron neace | NA | NA | NA | NA | NA | NA | NA | axcess financial services | NA | axcess financial services | NA | axcess financial services | https://www.regulations.gov/document?D=CFPB-2016-0025-144722 |
| axcess financial | aaron neace | NA | NA | NA | NA | NA | NA | NA | axcess financial services | NA | axcess financial services | NA | axcess financial services | https://www.regulations.gov/document?D=CFPB-2016-0025-144694 |
| axcess financial | aaron neace | NA | NA | NA | NA | NA | NA | NA | axcess financial services | NA | axcess financial services | NA | axcess financial services | https://www.regulations.gov/document?D=CFPB-2016-0025-144732 |
| axcess financial | aaron neace | NA | NA | NA | NA | NA | NA | NA | axcess financial services | NA | axcess financial services | NA | axcess financial services | https://www.regulations.gov/document?D=CFPB-2016-0025-144715 |
| axcess financial | aaron neace | NA | NA | NA | NA | NA | NA | NA | axcess financial services | NA | axcess financial services | NA | axcess financial services | https://www.regulations.gov/document?D=CFPB-2016-0025-144698 |
| axcess financial | aaron neace | NA | NA | NA | NA | NA | NA | NA | axcess financial services | NA | axcess financial services | NA | axcess financial services | https://www.regulations.gov/document?D=CFPB-2016-0025-144739 |
| axcess financial | aaron neace | NA | NA | NA | NA | NA | NA | NA | axcess financial services | NA | axcess financial services | NA | axcess financial services | https://www.regulations.gov/document?D=CFPB-2016-0025-144749 |
| axcess financial | aaron neace | NA | NA | NA | NA | NA | NA | NA | axcess financial services | NA | axcess financial services | NA | axcess financial services | https://www.regulations.gov/document?D=CFPB-2016-0025-144711 |
| axcess financial | aaron neace | NA | NA | NA | NA | NA | NA | NA | axcess financial services | NA | axcess financial services | NA | axcess financial services | https://www.regulations.gov/document?D=CFPB-2016-0025-144740 |
| axcess financial | aaron neace | NA | NA | NA | NA | NA | NA | NA | axcess financial services | NA | axcess financial services | NA | axcess financial services | https://www.regulations.gov/document?D=CFPB-2016-0025-144708 |
# 0
paste("SEC matches: ", sum(!is.na(d$SEC_Institutions_name)))## [1] "SEC matches: 0"# d %>% filter(!is.na(SEC_Institutions_name)) %>% select(ends_with("name")) %>% kablebox()Example URLs
#Example urls
d %>% group_by(comment_agency) %>%
slice(1) %>%
select(comment_url) Number of comments by organization resources
By Assets
(FDIC data)
Among firms that commented on a Dodd Frank rule
max <- org_count %>% filter(org_type == "FDIC") %>% pull(n) %>% max()
org_count %>%
filter(org_type == "FDIC") %>%
ggplot() +
aes(x = org_resources,
y = n) +
geom_point(alpha = .5) +
geom_smooth() +
labs(x = "Assets",
y = "Number of Comments") +
lims(y =c(0, max))+
scale_x_log10(breaks = breaks_log())
# by agency
max <- org_count_agency %>% filter(org_type == "FDIC") %>% pull(n) %>% max()
org_count_agency %>%
filter(org_type == "FDIC") %>%
ggplot() +
aes(x = org_resources,
y = n) +
geom_point(alpha = .5) +
geom_smooth() +
labs(x = "Assets",
y = "Number of Comments") +
lims(y =c(0, max)) +
facet_wrap("Agency") +
scale_x_log10(breaks = breaks_log())
Comparing firms that did and did not comment on Dodd-Frank rules
load(here("data", "FDIC_resources.Rdata"))
# old match data
FDIC_resources %>%
#filter(assets > 100) %>%
mutate(Commented = ifelse(commented, "Commented", "Did not comment")) %>%
ggplot() +
aes(x = ASSET/1000, fill = Commented) +
geom_density(alpha = .5, color = NA) +
scale_x_log10() +
labs(title = "FDIC-Insured Banks",
fill = "", y = "", x = "Assets ($1,000s)")+
theme(panel.grid.major.y = element_blank(),
panel.grid.minor.y = element_blank(),
axis.text.y = element_blank())
# new data
FDIC_resources %<>%
mutate(Commented = ifelse(
org_name %in% orgs$best_match_name,
"Commented",
"Did not comment"))
FDIC_resources%>%
ggplot() +
aes(x = ASSET/1000, fill = Commented) +
geom_density(alpha = .5, color = NA) +
scale_x_log10() +
labs(title = "FDIC-Insured Banks",
fill = "", y = "", x = "Assets ($1,000s)")+
theme(panel.grid.major.y = element_blank(),
panel.grid.minor.y = element_blank(),
axis.text.y = element_blank())
states <- map_data("state")
FDIC_state_n <- FDIC_resources %>%
mutate(region = STNAME %>% str_to_lower()) %>%
group_by(region) %>%
summarise(n = n() )
states %>%
left_join(FDIC_state_n) %>%
ggplot() +
aes(long, lat, group = group, fill = n) +
geom_polygon(color = "white") +
labs(fill = "FDIC-Insured Banks") +
theme_void()
FDIC_state_n <- FDIC_resources %>%
mutate(region = STNAME %>% str_to_lower()) %>%
group_by(region) %>%
summarise(n = sum(Commented == "Commented"))
states %>%
left_join(FDIC_state_n) %>%
ggplot() +
aes(long, lat, group = group, fill = n) +
geom_polygon(color = "white") +
labs(fill = "FDIC-Insured Banks \nCommenting On\n Dodd-Frank Rules") +
theme_void()
Among nonprofits that commented on Dodd-Frank rules
load(here("data", "nonprofit_resources.Rdata"))
nonprofit_resources %>%
#filter(commented, assets > 100) %>%
ggplot() +
aes(x = assets, y = n) +
geom_point(alpha = .5) +
geom_smooth() +
labs(x = "Assets",
y = "Number of Comments") +
scale_x_log10()
nonprofit_resources %>%
filter(commented, assets > 100) %>%
ggplot() +
aes(x = revenue, y = n) +
geom_point(alpha = .5) +
geom_smooth() +
labs(x = "Revenue",
y = "Number of Comments") +
scale_x_log10() 
Comparing nonprofits that did and did not comment on Dodd-Frank rules
load(here("data", "nonprofit_resources.Rdata"))
nonprofit_resources %>%
filter(assets > 10) %>%
mutate(Commented = ifelse(commented, "Commented", "Did not comment")) %>%
ggplot() +
aes(x = assets, fill = Commented) +
geom_density(alpha = .5, color = NA) +
scale_x_log10() +
labs(fill = "", x = "Assets")
nonprofit_resources %>%
#filter(assets > 100) %>%
mutate(Commented = ifelse(commented, "Commented", "Did not comment")) %>%
ggplot() +
aes(x = revenue, fill = Commented) +
geom_density(alpha = .5, color = NA) +
scale_x_log10() +
labs(fill = "", y = "", x = "Revenue")+
theme(panel.grid.major.y = element_blank(),
panel.grid.minor.y = element_blank(),
axis.text.y = element_blank())
# CHARTS
# - who comments, who does not
# -
# TODO
# - biggest nonprofits by assets and revenue (e.eg. chamber )
# - compartaitve ratios at key levels
# - percent nonprofits
# - side by side histograms
# missing fed in matching, but could compare FDIC regulator to agency commented on
# - scholzman and verba, gilens and bartels 
Same plots with new data (finreg_org_level_covariates_df_20210908.csv)
load(here("data", "nonprofit_resources.Rdata"))
nonprofit_resources %<>%
mutate(Commented = ifelse(
org_name %in% orgs$best_match_name,
"Commented",
"Did not comment"))
nonprofit_resources %>%
group_by(Commented) %>%
summarise(mean_assets = mean(assets, na.rm = T))## # A tibble: 2 × 2
## Commented mean_assets
## <chr> <dbl>
## 1 Commented 199619636.
## 2 Did not comment 7529267.nonprofit_resources %>%
filter(assets > 10) %>%
ggplot() +
aes(x = assets/1000, fill = Commented) +
geom_density(alpha = .5, color = NA) +
scale_x_log10() +
labs(title = "Nonprofits",
fill = "", y = "", x = "Assets ($1,000s)")+
theme(panel.grid.major.y = element_blank(),
panel.grid.minor.y = element_blank(),
axis.text.y = element_blank())
nonprofit_resources %>%
filter(assets > 10) %>%
ggplot() +
aes(x = assets/1000, fill = Commented) +
geom_histogram(alpha = .5, color = NA) +
scale_x_log10() +
labs(title = "Nonprofits",fill = "", x = "Assets ($1,000s)") +
facet_grid(Commented ~ ., scales = "free_y")+
theme(panel.grid.major.y = element_blank(),
panel.grid.minor.y = element_blank())
nonprofit_resources %>%
filter(revenue > 10) %>%
mutate(Commented = ifelse(commented, "Commented", "Did not comment")) %>%
ggplot() +
aes(x = revenue/1000, fill = Commented) +
geom_histogram(alpha = .5, color = NA) +
scale_x_log10() +
labs(title = "Nonprofits",fill = "", x = "Revenue ($1,000s)")+
facet_grid(Commented ~ ., scales = "free_y")+
theme(panel.grid.major.y = element_blank(),
panel.grid.minor.y = element_blank())
By Lobbying Spending
(OpenSecrets data)
opensecrets <- read_csv(here("data" , "merged_resources",
"opensecrets_resources_JwVersion.csv") )
opensecrets %<>%
mutate(org_name = orgName %>% str_to_lower(),
Commented = ifelse(
org_name %in% orgs$best_match_name,
"Commented",
"Did not comment"))
opensecrets %>%
group_by(Commented) %>%
summarise(mean_MeanContribAmount = mean(MeanContribAmount, na.rm = T),
mean_MeanContribAmountPerYearContributed = mean(MeanContribAmountPerYearContributed, na.rm = T),
MeanTotalContribAmount = mean(TotalContribAmount, na.rm = T))## # A tibble: 2 × 4
## Commented mean_MeanContribAmount mean_MeanContribAmou… MeanTotalContrib…
## <chr> <dbl> <dbl> <dbl>
## 1 Commented 86894. 1684948. 9931332.
## 2 Did not comment 80070. 1813959. 10596395.opensecrets %>%
#filter(assets > 10) %>%
ggplot() +
aes(x = MeanContribAmount/1000, fill = Commented) +
geom_density(alpha = .5, color = NA) +
scale_x_log10() +
labs(fill = "",
y = "",
title = "Campaign Spending",
x = "Mean Contribution
($1,000s, 2010-2017)")+
theme(panel.grid.major.y = element_blank(),
panel.grid.minor.y = element_blank(),
axis.text.y = element_blank())
opensecrets %>%
#filter(assets > 10) %>%
ggplot() +
aes(x = MeanContribAmountPerYearContributed/1000, fill = Commented) +
geom_density(alpha = .5, color = NA) +
scale_x_log10() +
labs(title = "Campaign Spending",
fill = "",
y = "",
x = "Mean Contribution\n($1,000s, 2010-2017)")+
theme(panel.grid.major.y = element_blank(),
panel.grid.minor.y = element_blank(),
axis.text.y = element_blank())
opensecrets %>%
#filter(assets > 10) %>%
ggplot() +
aes(x = TotalContribAmount/1000, fill = Commented) +
geom_density(alpha = .5, color = NA) +
scale_x_log10() +
labs(fill = "",
title = "Campaign Spending",
y = "",
x = "Total Contributions\n($1,000s, 2010-2017)")+
theme(panel.grid.major.y = element_blank(),
panel.grid.minor.y = element_blank(),
axis.text.y = element_blank())
By Market Cap
(Computstat data)
compustat <- read_csv(here("data/merged_resources/compustat_resources.csv"))
compustat %<>%
mutate(org_name = conm %>% str_to_lower(),
Commented = ifelse(
org_name %in% orgs$best_match_name,
"Commented",
"Did not comment")) %>%
mutate(marketcap2 = ifelse(str_detect(marketcap, "k"),
marketcap %>% str_remove("k") %>% as.numeric() * 1000,
marketcap),
marketcap2 = ifelse(str_detect(marketcap, "M"),
marketcap %>% str_remove("M") %>% as.numeric() * 1000000,
marketcap2),
marketcap2 = ifelse(str_detect(marketcap, "B"),
marketcap %>% str_remove("B") %>% as.numeric() * 1000000000,
marketcap2),
marketcap2 = ifelse(str_detect(marketcap, "T"),
marketcap %>% str_remove("T") %>% as.numeric() * 1000000000000,
marketcap2),
marketcap2 = marketcap2 %>% str_remove(",") %>% as.numeric(marketcap2))
#compustat %>% filter(is.na(marketcap2), !is.na(marketcap)) %>% pull(marketcap)
compustat %>%
group_by(Commented) %>%
#mutate(mean = mean(marketcap2/1000, na.rm = T)) %>%
#filter(assets > 10) %>%
ggplot() +
aes(x = marketcap2/1000, fill = Commented) +
labs(fill = "",
y = "",
title = "Banks and Bank-like Entities",
x = "Market Capitalization\n($1,000s)") +
geom_density(alpha = .5, color = NA) +
scale_x_log10() +
#geom_vline(aes(xintercept = mean)) +
theme(panel.grid.major.y = element_blank(),
panel.grid.minor.y = element_blank(),
axis.text.y = element_blank())
Combine asset data with commenting behavior
nrow(d)## [1] 16731d %<>% left_join(opensecrets) %>%
left_join(nonprofit_resources) %>%
left_join(compustat %>% select(-index))
d %<>% distinct()
nrow(d)## [1] 19066d %<>% mutate(org_resources =
coalesce(org_resources,
MeanContribAmount,
assets,
marketcap2))
#d$org_resources
d %>% distinct(comment_url) %>% nrow()## [1] 16643Duplicates
(more than one match per comment URL)
Orgs in multiple states are one problem:
# duplicates
d %>%
add_count(comment_url, name = "n_per_url") %>%
ungroup() %>%
filter(n_per_url > 1) %>% distinct() %>%
arrange(comment_url) %>%
kablebox()| docket_id | comment_agency | comment_org_name | comment_submitter_name | comment_url | CIK_name | CreditUnions_name | FDIC_Institutions_name | FFIECInstitutions_name | SEC_Institutions_name | compustat_resources_name | nonprofits_resources_name | opensecrets_resources_jwVersion_name | match_in_sample | is_likely_org | FDIC_Institutions-orgMatch:ASSET | FDIC_Institutions-orgMatch:STNAME | matches | org_name | org_type | org_resources | NonProfitTax_name | OpenSecretsOrgs_name | org_comment | Agency | Org_type | payday | index | orgName | parentName | parentID | angelowhatisthisvariable | MeanContribAmount | TotalContribAmount | NYearsContribute | MeanContribAmountPerYearContributed | MeanContribYear | Commented | state | sub_name | subseccd | assets | revenue | commented | n | gvkey | conm | tic | cusip | cik | sic | naics | year1 | year2 | marketcap | marketcap2 | n_per_url |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CFTC-2010-0154 | CFTC | american petroleum institute | janice rayburn | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=26872 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | DC | AMERICAN PETROLEUM INSTITUTE | 6 | 128273933 | 215763439 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2010-0154 | CFTC | american petroleum institute | janice rayburn | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=26872 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | TX | AMERICAN PETROLEUM INSTITUTE | 6 | 15368 | 211534 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2010-0154 | CFTC | american petroleum institute | janice rayburn | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=26872 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | TX | AMERICAN PETROLEUM INSTITUTE | 6 | 94288 | 77324 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2011-0013 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=33773 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | DC | AMERICAN PETROLEUM INSTITUTE | 6 | 128273933 | 215763439 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2011-0013 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=33773 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | TX | AMERICAN PETROLEUM INSTITUTE | 6 | 15368 | 211534 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2011-0013 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=33773 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | TX | AMERICAN PETROLEUM INSTITUTE | 6 | 94288 | 77324 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2010-0196 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44649 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | DC | AMERICAN PETROLEUM INSTITUTE | 6 | 128273933 | 215763439 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2010-0196 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44649 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | TX | AMERICAN PETROLEUM INSTITUTE | 6 | 15368 | 211534 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2010-0196 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44649 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | TX | AMERICAN PETROLEUM INSTITUTE | 6 | 94288 | 77324 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2010-0178 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44650 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | DC | AMERICAN PETROLEUM INSTITUTE | 6 | 128273933 | 215763439 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2010-0178 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44650 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | TX | AMERICAN PETROLEUM INSTITUTE | 6 | 15368 | 211534 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2010-0178 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44650 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | TX | AMERICAN PETROLEUM INSTITUTE | 6 | 94288 | 77324 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2012-0058 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44655 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | DC | AMERICAN PETROLEUM INSTITUTE | 6 | 128273933 | 215763439 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2012-0058 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44655 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | TX | AMERICAN PETROLEUM INSTITUTE | 6 | 15368 | 211534 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2012-0058 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44655 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | TX | AMERICAN PETROLEUM INSTITUTE | 6 | 94288 | 77324 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2011-0049 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=47760 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | DC | AMERICAN PETROLEUM INSTITUTE | 6 | 128273933 | 215763439 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2011-0049 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=47760 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | TX | AMERICAN PETROLEUM INSTITUTE | 6 | 15368 | 211534 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2011-0049 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=47760 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | TX | AMERICAN PETROLEUM INSTITUTE | 6 | 94288 | 77324 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2011-0070 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=48071 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | DC | AMERICAN PETROLEUM INSTITUTE | 6 | 128273933 | 215763439 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2011-0070 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=48071 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | TX | AMERICAN PETROLEUM INSTITUTE | 6 | 15368 | 211534 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2011-0070 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=48071 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | TX | AMERICAN PETROLEUM INSTITUTE | 6 | 94288 | 77324 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2012-0019 | CFTC | yale university | stephen roach | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57394 | yale university | NA | NA | NA | NA | NA | NA | NA | TRUE | 1 | NA | NA | yale university-CIK; | yale university | CIK | 128869.57 | NA | NA | Likely Org | CFTC | Filed with SEC (CIK Data) | Other Rules | 18299 | Yale University | Yale University | D000022331 | 18769 | 128869.57 | 2964000 | 6 | 494000.0 | 2015.217 | Did not comment | CT | YALE UNIVERSITY | 3 | 27801734697 | 3488705694 | TRUE | 5 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 |
| CFTC-2012-0019 | CFTC | yale university | stephen roach | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57394 | yale university | NA | NA | NA | NA | NA | NA | NA | TRUE | 1 | NA | NA | yale university-CIK; | yale university | CIK | 128869.57 | NA | NA | Likely Org | CFTC | Filed with SEC (CIK Data) | Other Rules | 18299 | Yale University | Yale University | D000022331 | 18769 | 128869.57 | 2964000 | 6 | 494000.0 | 2015.217 | Did not comment | CT | YALE UNIVERSITY | 3 | 4858646 | 2196781 | TRUE | 5 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 |
| CFTC-2012-0019 | CFTC | yale university | stephen roach | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57397 | yale university | NA | NA | NA | NA | NA | NA | NA | TRUE | 1 | NA | NA | yale university-CIK; | yale university | CIK | 128869.57 | NA | NA | Likely Org | CFTC | Filed with SEC (CIK Data) | Other Rules | 18299 | Yale University | Yale University | D000022331 | 18769 | 128869.57 | 2964000 | 6 | 494000.0 | 2015.217 | Did not comment | CT | YALE UNIVERSITY | 3 | 27801734697 | 3488705694 | TRUE | 5 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 |
| CFTC-2012-0019 | CFTC | yale university | stephen roach | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57397 | yale university | NA | NA | NA | NA | NA | NA | NA | TRUE | 1 | NA | NA | yale university-CIK; | yale university | CIK | 128869.57 | NA | NA | Likely Org | CFTC | Filed with SEC (CIK Data) | Other Rules | 18299 | Yale University | Yale University | D000022331 | 18769 | 128869.57 | 2964000 | 6 | 494000.0 | 2015.217 | Did not comment | CT | YALE UNIVERSITY | 3 | 4858646 | 2196781 | TRUE | 5 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 |
| CFTC-2012-0019 | CFTC | yale university | stephen roach | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57398 | yale university | NA | NA | NA | NA | NA | NA | NA | TRUE | 1 | NA | NA | yale university-CIK; | yale university | CIK | 128869.57 | NA | NA | Likely Org | CFTC | Filed with SEC (CIK Data) | Other Rules | 18299 | Yale University | Yale University | D000022331 | 18769 | 128869.57 | 2964000 | 6 | 494000.0 | 2015.217 | Did not comment | CT | YALE UNIVERSITY | 3 | 27801734697 | 3488705694 | TRUE | 5 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 |
| CFTC-2012-0019 | CFTC | yale university | stephen roach | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57398 | yale university | NA | NA | NA | NA | NA | NA | NA | TRUE | 1 | NA | NA | yale university-CIK; | yale university | CIK | 128869.57 | NA | NA | Likely Org | CFTC | Filed with SEC (CIK Data) | Other Rules | 18299 | Yale University | Yale University | D000022331 | 18769 | 128869.57 | 2964000 | 6 | 494000.0 | 2015.217 | Did not comment | CT | YALE UNIVERSITY | 3 | 4858646 | 2196781 | TRUE | 5 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 |
| CFTC-2012-0019 | CFTC | yale university | stephen roach | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57399 | yale university | NA | NA | NA | NA | NA | NA | NA | TRUE | 1 | NA | NA | yale university-CIK; | yale university | CIK | 128869.57 | NA | NA | Likely Org | CFTC | Filed with SEC (CIK Data) | Other Rules | 18299 | Yale University | Yale University | D000022331 | 18769 | 128869.57 | 2964000 | 6 | 494000.0 | 2015.217 | Did not comment | CT | YALE UNIVERSITY | 3 | 27801734697 | 3488705694 | TRUE | 5 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 |
| CFTC-2012-0019 | CFTC | yale university | stephen roach | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57399 | yale university | NA | NA | NA | NA | NA | NA | NA | TRUE | 1 | NA | NA | yale university-CIK; | yale university | CIK | 128869.57 | NA | NA | Likely Org | CFTC | Filed with SEC (CIK Data) | Other Rules | 18299 | Yale University | Yale University | D000022331 | 18769 | 128869.57 | 2964000 | 6 | 494000.0 | 2015.217 | Did not comment | CT | YALE UNIVERSITY | 3 | 4858646 | 2196781 | TRUE | 5 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 |
| CFTC-2012-0102 | CFTC | american petroleum institute | shane skelton | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=58868 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | DC | AMERICAN PETROLEUM INSTITUTE | 6 | 128273933 | 215763439 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2012-0102 | CFTC | american petroleum institute | shane skelton | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=58868 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | TX | AMERICAN PETROLEUM INSTITUTE | 6 | 15368 | 211534 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2012-0102 | CFTC | american petroleum institute | shane skelton | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=58868 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | TX | AMERICAN PETROLEUM INSTITUTE | 6 | 94288 | 77324 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2013-0107 | CFTC | american petroleum institute | stephen comstock | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=59694 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | DC | AMERICAN PETROLEUM INSTITUTE | 6 | 128273933 | 215763439 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2013-0107 | CFTC | american petroleum institute | stephen comstock | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=59694 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | TX | AMERICAN PETROLEUM INSTITUTE | 6 | 15368 | 211534 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2013-0107 | CFTC | american petroleum institute | stephen comstock | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=59694 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | TX | AMERICAN PETROLEUM INSTITUTE | 6 | 94288 | 77324 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2013-0107 | CFTC | american petroleum institute | stephen comstock | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=59944 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | DC | AMERICAN PETROLEUM INSTITUTE | 6 | 128273933 | 215763439 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2013-0107 | CFTC | american petroleum institute | stephen comstock | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=59944 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | TX | AMERICAN PETROLEUM INSTITUTE | 6 | 15368 | 211534 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2013-0107 | CFTC | american petroleum institute | stephen comstock | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=59944 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | TX | AMERICAN PETROLEUM INSTITUTE | 6 | 94288 | 77324 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2013-0107 | CFTC | american petroleum institute | stephen comstock | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=60939 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | DC | AMERICAN PETROLEUM INSTITUTE | 6 | 128273933 | 215763439 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2013-0107 | CFTC | american petroleum institute | stephen comstock | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=60939 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | TX | AMERICAN PETROLEUM INSTITUTE | 6 | 15368 | 211534 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2013-0107 | CFTC | american petroleum institute | stephen comstock | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=60939 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | TX | AMERICAN PETROLEUM INSTITUTE | 6 | 94288 | 77324 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2016-0109 | CFTC | american petroleum institute | stephen comstock | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=61116 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | DC | AMERICAN PETROLEUM INSTITUTE | 6 | 128273933 | 215763439 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2016-0109 | CFTC | american petroleum institute | stephen comstock | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=61116 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | TX | AMERICAN PETROLEUM INSTITUTE | 6 | 15368 | 211534 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2016-0109 | CFTC | american petroleum institute | stephen comstock | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=61116 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | TX | AMERICAN PETROLEUM INSTITUTE | 6 | 94288 | 77324 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | CT | APPRAISAL INSTITUTE | 6 | 118008 | 126407 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | NY | APPRAISAL INSTITUTE | 6 | 100765 | 306067 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | FL | APPRAISAL INSTITUTE | 6 | 270487 | 204391 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | CA | APPRAISAL INSTITUTE | 6 | 140961 | 284715 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | PA | APPRAISAL INSTITUTE | 6 | 69008 | 135519 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | GA | APPRAISAL INSTITUTE | 6 | 318587 | 469087 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | FL | APPRAISAL INSTITUTE | 6 | 4676 | 23180 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | TN | APPRAISAL INSTITUTE | 6 | 56575 | 60271 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | CA | APPRAISAL INSTITUTE | 6 | 127010 | 155754 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | TX | APPRAISAL INSTITUTE | 6 | 57813 | 24819 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | TX | APPRAISAL INSTITUTE | 6 | 336048 | 361437 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | WA | APPRAISAL INSTITUTE | 6 | 59789 | 66138 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | NY | APPRAISAL INSTITUTE | 6 | 41263 | 54886 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | IL | APPRAISAL INSTITUTE | 6 | 621171 | 974954 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | MN | APPRAISAL INSTITUTE | 6 | 134932 | 294827 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | MN | APPRAISAL INSTITUTE | 6 | 138896 | 319680 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | MO | APPRAISAL INSTITUTE | 6 | 40855 | 47507 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | KS | APPRAISAL INSTITUTE | 6 | 60747 | 11571 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | MD | APPRAISAL INSTITUTE | 6 | 96774 | 75553 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | MS | APPRAISAL INSTITUTE | 6 | NA | NA | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | GA | APPRAISAL INSTITUTE | 6 | 87059 | 95392 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | KY | APPRAISAL INSTITUTE | 6 | 57722 | 262565 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | WA | APPRAISAL INSTITUTE | 6 | 112097 | 308607 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | NY | APPRAISAL INSTITUTE | 6 | 50812 | 42453 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | NJ | APPRAISAL INSTITUTE | 6 | 22069 | 47040 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | MA | APPRAISAL INSTITUTE | 6 | 91654 | 175325 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | WI | APPRAISAL INSTITUTE | 6 | 66888 | 78453 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | CO | APPRAISAL INSTITUTE | 6 | 47947 | 52079 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | VA | APPRAISAL INSTITUTE | 6 | 57157 | 91119 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | NJ | APPRAISAL INSTITUTE | 6 | NA | NA | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | AR | APPRAISAL INSTITUTE | 6 | 36004 | 30644 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | FL | APPRAISAL INSTITUTE | 4 | 200654 | 282692 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | SC | APPRAISAL INSTITUTE | 6 | NA | NA | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | TX | APPRAISAL INSTITUTE | 6 | 28289 | 76943 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | CO | APPRAISAL INSTITUTE | 6 | 157877 | 285685 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | NV | APPRAISAL INSTITUTE | 6 | NA | NA | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | NV | APPRAISAL INSTITUTE | 6 | 23976 | 80188 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | AZ | APPRAISAL INSTITUTE | 6 | 180329 | 134249 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | UT | APPRAISAL INSTITUTE | 6 | 132973 | 146803 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | NJ | APPRAISAL INSTITUTE | 6 | 104554 | 85280 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | NJ | APPRAISAL INSTITUTE | 6 | 283281 | 299859 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | Indiana | APPRAISAL INSTITUTE | 6 | 117005 | 251621 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | IA | APPRAISAL INSTITUTE | 6 | 77757 | 37384 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | MD | APPRAISAL INSTITUTE | 6 | 180477 | 148228 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | NE | APPRAISAL INSTITUTE | 6 | 17061 | 35814 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | VA | APPRAISAL INSTITUTE | 6 | 79812 | 56003 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | NC | APPRAISAL INSTITUTE | 6 | 164797 | 297805 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | TN | APPRAISAL INSTITUTE | 6 | 213000 | 210339 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | AZ | APPRAISAL INSTITUTE | 6 | NA | NA | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | CA | APPRAISAL INSTITUTE | 6 | 393595 | 469138 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | Oregon | APPRAISAL INSTITUTE | 6 | 166169 | 168635 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | HI | APPRAISAL INSTITUTE | 6 | 76586 | 100549 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | IL | APPRAISAL INSTITUTE | 6 | NA | NA | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | NH | APPRAISAL INSTITUTE | 6 | NA | NA | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | PA | APPRAISAL INSTITUTE | 6 | 24395 | 40040 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | NY | APPRAISAL INSTITUTE | 6 | NA | NA | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
But we still have almost as many duplicates when we drop state, partially because assets vary for the same “org” registered in different states:
# duplicates after removing state
d %>%
select(-state) %>%
add_count(comment_url, name = "n_per_url") %>%
ungroup() %>%
filter(n_per_url > 1) %>% distinct() %>%
arrange(comment_url) %>%
kablebox()| docket_id | comment_agency | comment_org_name | comment_submitter_name | comment_url | CIK_name | CreditUnions_name | FDIC_Institutions_name | FFIECInstitutions_name | SEC_Institutions_name | compustat_resources_name | nonprofits_resources_name | opensecrets_resources_jwVersion_name | match_in_sample | is_likely_org | FDIC_Institutions-orgMatch:ASSET | FDIC_Institutions-orgMatch:STNAME | matches | org_name | org_type | org_resources | NonProfitTax_name | OpenSecretsOrgs_name | org_comment | Agency | Org_type | payday | index | orgName | parentName | parentID | angelowhatisthisvariable | MeanContribAmount | TotalContribAmount | NYearsContribute | MeanContribAmountPerYearContributed | MeanContribYear | Commented | sub_name | subseccd | assets | revenue | commented | n | gvkey | conm | tic | cusip | cik | sic | naics | year1 | year2 | marketcap | marketcap2 | n_per_url |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CFTC-2010-0154 | CFTC | american petroleum institute | janice rayburn | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=26872 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 128273933 | 215763439 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2010-0154 | CFTC | american petroleum institute | janice rayburn | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=26872 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 15368 | 211534 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2010-0154 | CFTC | american petroleum institute | janice rayburn | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=26872 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 94288 | 77324 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2011-0013 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=33773 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 128273933 | 215763439 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2011-0013 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=33773 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 15368 | 211534 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2011-0013 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=33773 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 94288 | 77324 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2010-0196 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44649 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 128273933 | 215763439 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2010-0196 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44649 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 15368 | 211534 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2010-0196 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44649 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 94288 | 77324 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2010-0178 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44650 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 128273933 | 215763439 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2010-0178 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44650 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 15368 | 211534 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2010-0178 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44650 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 94288 | 77324 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2012-0058 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44655 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 128273933 | 215763439 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2012-0058 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44655 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 15368 | 211534 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2012-0058 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=44655 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 94288 | 77324 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2011-0049 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=47760 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 128273933 | 215763439 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2011-0049 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=47760 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 15368 | 211534 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2011-0049 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=47760 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 94288 | 77324 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2011-0070 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=48071 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 128273933 | 215763439 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2011-0070 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=48071 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 15368 | 211534 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2011-0070 | CFTC | american petroleum institute | brian knapp | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=48071 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 94288 | 77324 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2012-0019 | CFTC | yale university | stephen roach | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57394 | yale university | NA | NA | NA | NA | NA | NA | NA | TRUE | 1 | NA | NA | yale university-CIK; | yale university | CIK | 128869.57 | NA | NA | Likely Org | CFTC | Filed with SEC (CIK Data) | Other Rules | 18299 | Yale University | Yale University | D000022331 | 18769 | 128869.57 | 2964000 | 6 | 494000.0 | 2015.217 | Did not comment | YALE UNIVERSITY | 3 | 27801734697 | 3488705694 | TRUE | 5 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 |
| CFTC-2012-0019 | CFTC | yale university | stephen roach | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57394 | yale university | NA | NA | NA | NA | NA | NA | NA | TRUE | 1 | NA | NA | yale university-CIK; | yale university | CIK | 128869.57 | NA | NA | Likely Org | CFTC | Filed with SEC (CIK Data) | Other Rules | 18299 | Yale University | Yale University | D000022331 | 18769 | 128869.57 | 2964000 | 6 | 494000.0 | 2015.217 | Did not comment | YALE UNIVERSITY | 3 | 4858646 | 2196781 | TRUE | 5 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 |
| CFTC-2012-0019 | CFTC | yale university | stephen roach | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57397 | yale university | NA | NA | NA | NA | NA | NA | NA | TRUE | 1 | NA | NA | yale university-CIK; | yale university | CIK | 128869.57 | NA | NA | Likely Org | CFTC | Filed with SEC (CIK Data) | Other Rules | 18299 | Yale University | Yale University | D000022331 | 18769 | 128869.57 | 2964000 | 6 | 494000.0 | 2015.217 | Did not comment | YALE UNIVERSITY | 3 | 27801734697 | 3488705694 | TRUE | 5 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 |
| CFTC-2012-0019 | CFTC | yale university | stephen roach | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57397 | yale university | NA | NA | NA | NA | NA | NA | NA | TRUE | 1 | NA | NA | yale university-CIK; | yale university | CIK | 128869.57 | NA | NA | Likely Org | CFTC | Filed with SEC (CIK Data) | Other Rules | 18299 | Yale University | Yale University | D000022331 | 18769 | 128869.57 | 2964000 | 6 | 494000.0 | 2015.217 | Did not comment | YALE UNIVERSITY | 3 | 4858646 | 2196781 | TRUE | 5 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 |
| CFTC-2012-0019 | CFTC | yale university | stephen roach | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57398 | yale university | NA | NA | NA | NA | NA | NA | NA | TRUE | 1 | NA | NA | yale university-CIK; | yale university | CIK | 128869.57 | NA | NA | Likely Org | CFTC | Filed with SEC (CIK Data) | Other Rules | 18299 | Yale University | Yale University | D000022331 | 18769 | 128869.57 | 2964000 | 6 | 494000.0 | 2015.217 | Did not comment | YALE UNIVERSITY | 3 | 27801734697 | 3488705694 | TRUE | 5 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 |
| CFTC-2012-0019 | CFTC | yale university | stephen roach | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57398 | yale university | NA | NA | NA | NA | NA | NA | NA | TRUE | 1 | NA | NA | yale university-CIK; | yale university | CIK | 128869.57 | NA | NA | Likely Org | CFTC | Filed with SEC (CIK Data) | Other Rules | 18299 | Yale University | Yale University | D000022331 | 18769 | 128869.57 | 2964000 | 6 | 494000.0 | 2015.217 | Did not comment | YALE UNIVERSITY | 3 | 4858646 | 2196781 | TRUE | 5 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 |
| CFTC-2012-0019 | CFTC | yale university | stephen roach | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57399 | yale university | NA | NA | NA | NA | NA | NA | NA | TRUE | 1 | NA | NA | yale university-CIK; | yale university | CIK | 128869.57 | NA | NA | Likely Org | CFTC | Filed with SEC (CIK Data) | Other Rules | 18299 | Yale University | Yale University | D000022331 | 18769 | 128869.57 | 2964000 | 6 | 494000.0 | 2015.217 | Did not comment | YALE UNIVERSITY | 3 | 27801734697 | 3488705694 | TRUE | 5 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 |
| CFTC-2012-0019 | CFTC | yale university | stephen roach | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=57399 | yale university | NA | NA | NA | NA | NA | NA | NA | TRUE | 1 | NA | NA | yale university-CIK; | yale university | CIK | 128869.57 | NA | NA | Likely Org | CFTC | Filed with SEC (CIK Data) | Other Rules | 18299 | Yale University | Yale University | D000022331 | 18769 | 128869.57 | 2964000 | 6 | 494000.0 | 2015.217 | Did not comment | YALE UNIVERSITY | 3 | 4858646 | 2196781 | TRUE | 5 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 2 |
| CFTC-2012-0102 | CFTC | american petroleum institute | shane skelton | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=58868 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 128273933 | 215763439 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2012-0102 | CFTC | american petroleum institute | shane skelton | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=58868 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 15368 | 211534 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2012-0102 | CFTC | american petroleum institute | shane skelton | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=58868 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 94288 | 77324 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2013-0107 | CFTC | american petroleum institute | stephen comstock | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=59694 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 128273933 | 215763439 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2013-0107 | CFTC | american petroleum institute | stephen comstock | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=59694 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 15368 | 211534 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2013-0107 | CFTC | american petroleum institute | stephen comstock | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=59694 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 94288 | 77324 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2013-0107 | CFTC | american petroleum institute | stephen comstock | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=59944 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 128273933 | 215763439 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2013-0107 | CFTC | american petroleum institute | stephen comstock | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=59944 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 15368 | 211534 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2013-0107 | CFTC | american petroleum institute | stephen comstock | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=59944 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 94288 | 77324 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2013-0107 | CFTC | american petroleum institute | stephen comstock | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=60939 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 128273933 | 215763439 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2013-0107 | CFTC | american petroleum institute | stephen comstock | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=60939 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 15368 | 211534 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2013-0107 | CFTC | american petroleum institute | stephen comstock | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=60939 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 94288 | 77324 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2016-0109 | CFTC | american petroleum institute | stephen comstock | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=61116 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 128273933 | 215763439 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2016-0109 | CFTC | american petroleum institute | stephen comstock | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=61116 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 15368 | 211534 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| CFTC-2016-0109 | CFTC | american petroleum institute | stephen comstock | https://comments.cftc.gov/PublicComments/ViewComment.aspx?id=61116 | NA | NA | NA | NA | NA | NA | american petroleum institute | NA | TRUE | 1 | NA | NA | american petroleum institute-Nonprofit; | american petroleum institute | Nonprofit | 306857.95 | american petroleum institute | NA | Likely Org | CFTC | Nonprofit (IRS Data) | Other Rules | 880 | American Petroleum Institute | American Petroleum Institute | D000031493 | 1235 | 306857.95 | 54007000 | 6 | 9001166.7 | 2015.102 | Commented | AMERICAN PETROLEUM INSTITUTE | 6 | 94288 | 77324 | TRUE | 19 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 3 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 118008 | 126407 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 100765 | 306067 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 270487 | 204391 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 140961 | 284715 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 69008 | 135519 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 318587 | 469087 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 4676 | 23180 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 56575 | 60271 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 127010 | 155754 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 57813 | 24819 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 336048 | 361437 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 59789 | 66138 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 41263 | 54886 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 621171 | 974954 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 134932 | 294827 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 138896 | 319680 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 40855 | 47507 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 60747 | 11571 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 96774 | 75553 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | NA | NA | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 87059 | 95392 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 57722 | 262565 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 112097 | 308607 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 50812 | 42453 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 22069 | 47040 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 91654 | 175325 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 66888 | 78453 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 47947 | 52079 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 57157 | 91119 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 36004 | 30644 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 4 | 200654 | 282692 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 28289 | 76943 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 157877 | 285685 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 23976 | 80188 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 180329 | 134249 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 132973 | 146803 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 104554 | 85280 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 283281 | 299859 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 117005 | 251621 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 77757 | 37384 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 180477 | 148228 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 17061 | 35814 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 79812 | 56003 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 164797 | 297805 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 213000 | 210339 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 393595 | 469138 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 166169 | 168635 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 76586 | 100549 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 24395 | 40040 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 57583 | 65717 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 82648 | 118531 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 121534 | 172371 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 118259 | 165723 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 52253 | 120248 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 185040 | 119546 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
| R-1394_V1 | FRS | appraisal institute | edward c gray | https://www.federalreserve.gov/SECRS/2010/December/20101220/R-1394/R-1394_121310_56509_565159888596_1.pdf | NA | NA | NA | NA | NA | NA | appraisal institute | NA | TRUE | 1 | NA | NA | appraisal institute-Nonprofit; | appraisal institute | Nonprofit | 30930.23 | appraisal institute | NA | Likely Org | FRS | Nonprofit (IRS Data) | Other Rules | 1158 | Appraisal Institute | Appraisal Institute | D000024101 | 1612 | 30930.23 | 1330000 | 6 | 221666.7 | 2015.163 | Commented | APPRAISAL INSTITUTE | 6 | 70183 | 80666 | TRUE | 6 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 70 |
Save data
commenter_assets <- d
save(commenter_assets, file = here::here("data", "commenter_assets.Rdata"))Sophistication
load(here("data", "bluebook.Rdata"))
load(here("data", "tech_iterations.RData"))
technical_terms %<>% mutate(comment_url = doc_id)
# names(bluebook)
# bluebook %>% count(comment_url, sort = T)
d %>% filter(Agency != "CFPB") %>% select(comment_url) %>% kablebox()fix_url <- . %>%
mutate(
comment_url = gsub(pattern = "https:/www.sec.gov",
replacement = "https://www.sec.gov",
x = comment_url),
comment_url = gsub(pattern = "S7-",
replacement = "s7-",
x = comment_url),
# Federal Reserve Fix
comment_url = gsub(pattern = "https:\\/\\/www\\.federalreserve\\.gov\\/SECRS\\/\\d{4}\\/\\w+/\\d{1,}/",
replacement = "",
x = comment_url)
)
d %<>% fix_url()
bluebook %<>% fix_url()
technical_terms %<>% fix_url()
bluebook%>% select(comment_url) %>% kablebox()d %>% filter(comment_url %in% technical_terms$comment_url)## # A tibble: 11,965 × 56
## docket_id comment_agency comment_org_name comment_submitt… comment_url
## <chr> <chr> <chr> <chr> <chr>
## 1 CFPB-2016-0020 CFPB california senate bob wieckowski https://www…
## 2 CFPB-2016-0020 CFPB bethpage credit wayne grosse https://www…
## 3 CFPB-2016-0020 CFPB fidelity finance mark mccaig https://www…
## 4 CFPB-2016-0020 CFPB native american … marlais https://www…
## 5 CFPB-2016-0020 CFPB congress america… jacqueline pata https://www…
## 6 CFPB-2016-0020 CFPB structured finan… dan goodwin https://www…
## 7 CFPB-2016-0020 CFPB americans financ… andrew rogers https://www…
## 8 CFPB-2016-0025 CFPB lutheran church lutheran church… https://www…
## 9 CFPB-2016-0025 CFPB instant cash instant cash in… https://www…
## 10 CFPB-2016-0025 CFPB check cashing check cashing c… https://www…
## # … with 11,955 more rows, and 51 more variables: CIK_name <chr>,
## # CreditUnions_name <chr>, FDIC_Institutions_name <chr>,
## # FFIECInstitutions_name <lgl>, SEC_Institutions_name <lgl>,
## # compustat_resources_name <lgl>, nonprofits_resources_name <chr>,
## # opensecrets_resources_jwVersion_name <chr>, match_in_sample <lgl>,
## # is_likely_org <dbl>, FDIC_Institutions-orgMatch:ASSET <dbl>,
## # FDIC_Institutions-orgMatch:STNAME <chr>, matches <chr>, org_name <chr>, …# 6 k in both sets
d %>% filter(comment_url %in% bluebook$comment_url)## # A tibble: 11,965 × 56
## docket_id comment_agency comment_org_name comment_submitt… comment_url
## <chr> <chr> <chr> <chr> <chr>
## 1 CFPB-2016-0020 CFPB california senate bob wieckowski https://www…
## 2 CFPB-2016-0020 CFPB bethpage credit wayne grosse https://www…
## 3 CFPB-2016-0020 CFPB fidelity finance mark mccaig https://www…
## 4 CFPB-2016-0020 CFPB native american … marlais https://www…
## 5 CFPB-2016-0020 CFPB congress america… jacqueline pata https://www…
## 6 CFPB-2016-0020 CFPB structured finan… dan goodwin https://www…
## 7 CFPB-2016-0020 CFPB americans financ… andrew rogers https://www…
## 8 CFPB-2016-0025 CFPB lutheran church lutheran church… https://www…
## 9 CFPB-2016-0025 CFPB instant cash instant cash in… https://www…
## 10 CFPB-2016-0025 CFPB check cashing check cashing c… https://www…
## # … with 11,955 more rows, and 51 more variables: CIK_name <chr>,
## # CreditUnions_name <chr>, FDIC_Institutions_name <chr>,
## # FFIECInstitutions_name <lgl>, SEC_Institutions_name <lgl>,
## # compustat_resources_name <lgl>, nonprofits_resources_name <chr>,
## # opensecrets_resources_jwVersion_name <chr>, match_in_sample <lgl>,
## # is_likely_org <dbl>, FDIC_Institutions-orgMatch:ASSET <dbl>,
## # FDIC_Institutions-orgMatch:STNAME <chr>, matches <chr>, org_name <chr>, …bluebook %>% filter(comment_url %in% d$comment_url)## # A tibble: 9,895 × 7
## comment_url US_Code Supreme_Court_Ca… Appeals_and_Dist… Code_of_Federal…
## <chr> <int> <int> <int> <int>
## 1 https://www.reg… 0 0 0 0
## 2 https://www.reg… 0 0 0 0
## 3 R-1412/R-1412_0… 1 0 0 3
## 4 https://www.reg… 0 0 0 0
## 5 R-1412/R-1412_0… 0 0 0 0
## 6 https://www.reg… 0 0 0 0
## 7 R-1412/R-1412_0… 0 0 0 0
## 8 R-1412/R-1412_0… 0 0 0 0
## 9 R-1412/R-1412_0… 0 0 0 0
## 10 R-1411/R-1411_0… 0 0 0 0
## # … with 9,885 more rows, and 2 more variables: Federal_Register_Total <int>,
## # Total_Legal_Citations <int># bluebook %>% count(is.na(Total_Legal_Citations))
# 400 from FDIC data, 400 from other data
b <- bluebook %>%
left_join(d %>%
select(comment_url, org_name, comment_agency, org_resources, MeanContribAmount,
assets,
marketcap2) %>%
distinct()
) %>%
drop_na(Total_Legal_Citations)
# d %>% count(comment_url, sort = T)
b %>% select(org_name, Total_Legal_Citations, org_resources, comment_url) %>% kablebox()| org_name | Total_Legal_Citations | org_resources | comment_url |
|---|---|---|---|
| NA | 0 | NA | R-1412/R-1412_051911_71611_497486905412_1.pdf |
| christian faith ministries north texas | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-146546 |
| NA | 2 | NA | https://www.sec.gov/comments/s7-08-10/s70810-119.pdf |
| NA | 2 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199784 |
| NA | 1 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199782 |
| NA | 0 | NA | R-1412/R-1412_041711_69442_354673619135_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199577 |
| capital cash management | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-158285 |
| bny mellon | 4 | 24041443.0 | R-1412/R-1412_051911_71612_506496708236_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199578 |
| council la raza | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-191003 |
| electronic check clearing house | 0 | NA | R-1412/R-1412_051911_70997_425561922284_1.pdf |
| NA | 1 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199579 |
| council la raza | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-198999 |
| NA | 0 | NA | R-1412/R-1412_052311_73337_478587946172_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199580 |
| NA | 1 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199783 |
| NA | 0 | NA | R-1412/R-1412_041911_69463_557509371194_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199581 |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199792 |
| NA | 0 | NA | R-1412/R-1412_050411_69610_431829601616_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199582 |
| NA | 1 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199791 |
| council institutional | 0 | NA | R-1412/R-1412_050911_69634_363947766692_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199583 |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199794 |
| financial services roundtable | 1 | 347142.9 | R-1412/R-1412_051911_72790_547401781496_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199584 |
| better bureau market place ethics education foundation | 0 | NA | R-1412/R-1412_051911_71029_425829269456_1.pdf |
| NA | 1 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199585 |
| NA | 0 | NA | R-1412/R-1412_051811_69738_294003495848_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199586 |
| NA | 0 | NA | R-1411/R-1411_060111_80839_530391608948_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199587 |
| house representatives | 0 | NA | R-1411/R-1411_080211_87594_449251562158_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199589 |
| us house representatives | 0 | NA | R-1411/R-1411_080911_87635_582360078498_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199588 |
| real estate | 0 | NA | R-1411/R-1411_073111_84851_413333067817_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199590 |
| us senate | 0 | NA | R-1411/R-1411_062411_81720_359996270765_1.pdf |
| NA | 1 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199591 |
| woodstock institute | 0 | NA | R-1411/R-1411_071111_81832_458364452281_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199592 |
| urban institute | 0 | 128700848.0 | R-1411/R-1411_102913_111464_309528623916_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199593 |
| NA | 0 | NA | R-1411/R-1411_111813_111630_580442216895_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199594 |
| students sensible drug policy foundation | 1 | NA | R-1411/R-1411_103013_111526_347821319429_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199595 |
| securities industry financial markets | 39 | NA | R-1411/R-1411_060911_81224_521506409071_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199596 |
| NA | 0 | NA | R-1411/R-1411_041411_69374_393905264058_1.pdf |
| NA | 1 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199597 |
| us house representatives | 0 | NA | R-1411/R-1411_062411_81710_602644960469_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199598 |
| california reinvestment coalition | 0 | NA | R-1411/R-1411_072911_84834_375986422550_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199599 |
| primary capital | 0 | NA | R-1411/R-1411_060811_81212_316238468756_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199600 |
| institute real estate management foundation | 0 | NA | R-1411/R-1411_072911_84822_375985016291_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199601 |
| NA | 0 | NA | R-1411/R-1411_080111_86567_383835049745_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199602 |
| prudential management | 0 | NA | R-1411/R-1411_061311_81289_314747763031_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199603 |
| pnc financial services | 6 | 111968.8 | R-1411/R-1411_103013_111504_377906975622_1.pdf |
| NA | 1 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199604 |
| NA | 0 | NA | R-1411/R-1411_072711_84718_471267270368_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199605 |
| fair housing alliance | 0 | NA | R-1411/R-1411_111813_111644_580445810852_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199606 |
| NA | 0 | NA | R-1411/R-1411_080111_84924_417744173012_1.pdf |
| NA | 1 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199607 |
| NA | 2 | NA | R-1411/R-1411_012512_88685_453607889242_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199608 |
| real estate services providers council | 7 | 43775.0 | R-1411/R-1411_080111_87580_417746204275_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199609 |
| committee capital markets regulation | 1 | NA | R-1411/R-1411_102313_111431_581214636517_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199610 |
| massachusetts bankers | 0 | NA | R-1411/R-1411_103013_111525_347816787947_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199612 |
| NA | 0 | NA | R-1411/R-1411_060411_81016_222259562180_1.pdf |
| NA | 1 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199611 |
| NA | 0 | NA | R-1411/R-1411_111411_88532_354974179273_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199613 |
| NA | 7 | NA | R-1411/R-1411_072211_84160_542286677571_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199614 |
| NA | 0 | NA | R-1411/R-1411_103013_111561_566103621638_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199615 |
| new york realtors | 0 | NA | R-1411/R-1411_062811_81513_507128489195_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199616 |
| real estate roundtable | 0 | 200338.6 | R-1411/R-1411_080111_84906_556172232627_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199617 |
| NA | 0 | NA | R-1411/R-1411_061011_81235_324869405767_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199618 |
| NA | 1 | NA | R-1411/R-1411_102913_111475_309527373852_1.pdf |
| NA | 0 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199619 |
| center housing policy | 3 | NA | R-1411/R-1411_072911_84860_350364647632_1.pdf |
| NA | 1 | NA | https://www.regulations.gov/document?D=CFPB-2016-0025-199620 |
# FDIC ASSTS
b %>%
ggplot() +
aes(x = org_resources, # %>% log(),
y = Total_Legal_Citations) +
geom_point() +
geom_smooth(method = "lm"
)
# nonprofits
b %>%
ggplot() +
aes(x = assets,
y = Total_Legal_Citations) +
geom_point() +
geom_smooth(method = "lm"
)
# contribution
b %>%
ggplot() +
aes(x = MeanContribAmount,
y = Total_Legal_Citations) +
geom_point() +
geom_smooth(method = "lm"
)
b %>%
ggplot() +
aes(x = marketcap2,
y = Total_Legal_Citations) +
geom_jitter() +
geom_smooth(method = "lm"
)
b %>% filter(Total_Legal_Citations>10) %>% select(Total_Legal_Citations, comment_url) %>% arrange(-Total_Legal_Citations) %>% kablebox()
t <- technical_terms %>%
left_join(d %>%
select(comment_url, org_name,
comment_agency, org_resources, MeanContribAmount,
assets,
marketcap2,
`FDIC_Institutions-orgMatch:ASSET`) %>%
distinct()
) %>%
drop_na(dictionary_terms)
# FDIC ASSTS
t %>%
filter(!is.na(`FDIC_Institutions-orgMatch:ASSET`)) %>%
ggplot() +
aes(x = `FDIC_Institutions-orgMatch:ASSET`, # %>% log(),
y = dictionary_terms ) +
geom_point(alpha = .5) +
geom_smooth(method = "lm"
) +
scale_y_log10() +
scale_x_log10() +
labs(x = "Assets",
y = "Legal and Technial Terms",
title = "FDIC-Insured Banks")
# nonprofits
t %>%
filter(!is.na(assets)) %>%
ggplot() +
aes(x = assets,
y = dictionary_terms) +
geom_point() +
geom_smooth(method = "lm"
)
# contribution
t %>%
filter(!is.na(MeanContribAmount)) %>%
ggplot() +
aes(x = MeanContribAmount,
y = dictionary_terms) +
geom_point() +
geom_smooth(method = "lm"
)
t %>%
filter(!is.na(marketcap2)) %>%
ggplot() +
aes(x = marketcap2,
y = dictionary_terms) +
geom_jitter() +
geom_smooth(method = "lm"
) 
This is fishy
# fishy
d %>%
ggplot() +
aes(x = marketcap2) +
geom_histogram()
Steve’s code
# Steve's code
# https://www.dropbox.com/s/dt7n0a771jngpte/Efficacy_Plots.R?dl=0
######################################
'%!in%' <- function(x,y)!('%in%'(x,y))
library(scales) # to access break formatting functions
library(DBI)
library(RSQLite)
library(quanteda)
library(tidyverse)
library(magrittr)
library(tidylog)
library(stargazer)
library(corrplot)
all_repeated_language <- read.csv(here("data/repeated_language.csv"), stringsAsFactors = F,
strip.white = T, sep = ",")
all_repeated_language %<>% as_tibble()
commenter_covariates <- read.csv(file = here("data/finreg_commenter_covariates_df_20210824.csv"),
strip.white = T, stringsAsFactors = F)
# federal reserve weird in sqlite and that translates to this frame
commenter_covariates %<>%
mutate(
comment_url = gsub(pattern = "https:/www.sec.gov",
replacement = "https://www.sec.gov",
x = comment_url),
comment_url = gsub(pattern = "S7-",
replacement = "s7-",
x = comment_url),
# Federal Reserve Fix
comment_url = gsub(pattern = "https:\\/\\/www\\.federalreserve\\.gov\\/SECRS\\/\\d{4}\\/\\w+/\\d{1,}/",
replacement = "",
x = comment_url)
)
load(here("data", "tech_iterations.RData"))
load(here("data", "bluebook.RData"))
# Efficacy Measure Summary Stats and Plots ####
technical_terms %<>%
mutate( comment_url = doc_id) %>%
left_join(Tables_and_Figures, by = "comment_url") %>%
left_join(bluebook, by = "comment_url") %>%
mutate(
# SEC fix
comment_url = gsub(pattern = "https:/www.sec.gov",
replacement = "https://www.sec.gov",
x = comment_url),
comment_url = gsub(pattern = "S7-",
replacement = "s7-",
x = comment_url),
# Federal Reserve Fix
comment_url = gsub(pattern = "https:\\/\\/www\\.federalreserve\\.gov\\/SECRS\\/\\d{4}\\/\\w+/\\d{1,}/",
replacement = "",
x = comment_url)
)
technical_terms %>%
filter(grepl(pattern = "sec.gov",x = comment_url))
missing_from_all_repeated <- all_repeated_language %>%
anti_join(technical_terms, by = "comment_url")
missing_from_technical_terms <- technical_terms %>%
anti_join(all_repeated_language, by = "comment_url")
missing_from_technical_terms
all_repeated_language %>%
left_join(technical_terms, by = "comment_url")
## Rename Efficacy Measure variables for plots ####
all_repeated_language %<>%
# Plag sequences
rename("Num. Seq. Over 5" = "difference_plagiarised_number_of_other_sequences_over_5") %>%
rename("Num. Seq. Over 10" = "difference_plagiarised_number_of_other_sequences_over_10") %>%
rename("Num. Seq. Over 25" = "difference_plagiarised_number_of_other_sequences_over_25") %>%
rename("Num. Seq. Over 50" = "difference_plagiarised_number_of_other_sequences_over_50") %>%
rename("Num. Seq. Over 100" = "difference_plagiarised_number_of_other_sequences_over_100") %>%
# Plag length
rename("Seq. Leng. Over 5" = "difference_plagiarised_cumulative_sequence_length_over_5") %>%
rename("Seq. Leng. Over 10" = "difference_plagiarised_cumulative_sequence_length_over_10") %>%
rename("Seq. Leng. Over 25" = "difference_plagiarised_cumulative_sequence_length_over_25") %>%
rename("Seq. Leng. Over 50" = "difference_plagiarised_cumulative_sequence_length_over_50") %>%
rename("Seq. Leng. Over 100" = "difference_plagiarised_cumulative_sequence_length_over_100") %>%
# Fuzzy sequences
rename("Fuzzy Num. Seq. Over 10" = "differece_fuzzy_number_of_other_sequences_over_10") %>%
rename("Fuzzy Num. Seq. Over 25" = "differece_fuzzy_number_of_other_sequences_over_25") %>%
rename("Fuzzy Num. Seq. Over 50" = "differece_fuzzy_number_of_other_sequences_over_50") %>%
rename("Fuzzy Num. Seq. Over 100" = "differece_fuzzy_number_of_other_sequences_over_100") %>%
# Fuzzy length
rename("Fuzzy Seq. Leng. Over 10" = "differece_fuzzy_cumulative_sequence_length_over_10") %>%
rename("Fuzzy Seq. Leng. Over 25" = "differece_fuzzy_cumulative_sequence_length_over_25") %>%
rename("Fuzzy Seq. Leng. Over 50" = "differece_fuzzy_cumulative_sequence_length_over_50") %>%
rename("Fuzzy Seq. Leng. Over 100" = "differece_fuzzy_cumulative_sequence_length_over_100") %>%
# Other terms
rename("Unique Tokens" = "Types") %>%
rename("Total Tokens" = "Tokens") %>%
rename("Total Sentences" = "Sentences") %>%
rename("Words" = "words")
order_of_terms_for_plots <- c(
"Unique Tokens", "Total Tokens", "Total Sentences", "Words",
"Num. Seq. Over 5", "Num. Seq. Over 10",
"Num. Seq. Over 25", "Num. Seq. Over 50",
"Num. Seq. Over 100",
"Seq. Leng. Over 5", "Seq. Leng. Over 10",
"Seq. Leng. Over 25", "Seq. Leng. Over 50",
"Seq. Leng. Over 100",
"Fuzzy Num. Seq. Over 10","Fuzzy Num. Seq. Over 25",
"Fuzzy Num. Seq. Over 50", "Fuzzy Num. Seq. Over 100",
"Fuzzy Seq. Leng. Over 10", "Fuzzy Seq. Leng. Over 25",
"Fuzzy Seq. Leng. Over 50", "Fuzzy Seq. Leng. Over 100")
data_for_plots <- all_repeated_language %>%
gather(terms, val, -comment_url) %>%
mutate(val = as.numeric(val)) %>%
group_by(terms) %>%
filter(terms %in% order_of_terms_for_plots) %>%
mutate(terms = factor(terms, levels=c(
"Unique Tokens",
"Total Tokens",
"Total Sentences",
"Words",
"Num. Seq. Over 5",
"Num. Seq. Over 10",
"Num. Seq. Over 25",
"Num. Seq. Over 50",
"Num. Seq. Over 100",
"Seq. Leng. Over 5",
"Seq. Leng. Over 10",
"Seq. Leng. Over 25",
"Seq. Leng. Over 50",
"Seq. Leng. Over 100",
"Fuzzy Num. Seq. Over 10",
"Fuzzy Num. Seq. Over 25",
"Fuzzy Num. Seq. Over 50",
"Fuzzy Num. Seq. Over 100",
"Fuzzy Seq. Leng. Over 10",
"Fuzzy Seq. Leng. Over 25",
"Fuzzy Seq. Leng. Over 50",
"Fuzzy Seq. Leng. Over 100")))
#### Summary Stats ####
summary_stats <- data_for_plots %>%
summarise(
n = n(),
min = fivenum(val)[1],
#Q1 = fivenum(val)[2],
median = fivenum(val)[3],
#Q3 = fivenum(val)[4],
Q90 = quantile(val, 0.9, na.rm = T),
Q95 = quantile(val, 0.95, na.rm = T),
Q99 = quantile(val, 0.99, na.rm = T),
max = fivenum(val)[5]
)
summary_stats %>%
pander::pandoc.table()
#### Export Summary Stats to Latex ####
print(xtable::xtable(summary_stats, digits = 0), include.rownames = F)
# Violin Plots ####
#### Length ####
comment_length <- data_for_plots %>%
filter(terms %in% c("Total Sentences","Words")) %>%
mutate(val = val + 1) %>%
group_by(terms) %>%
ggplot( aes(x=terms, y=val)) + #, fill=terms)) +
geom_violin(width=1) +
facet_wrap(~terms, scales = "free") +
scale_y_log10(labels = scales::comma_format(accuracy=1)) +
theme_minimal() +
geom_boxplot(width=0.2, color="grey", alpha=0.2) +
labs(title = "Comment Length",
caption = "Sentences measured from capital letter to period; Words measured as characters between spaces") +
theme(legend.position="none",
plot.title = element_text(size = 12, face = "bold",hjust = 0.5)) +
xlab("") +
ylab("Count")
#### Exact Matches: Number ####
plag_seq <- data_for_plots %>%
filter(terms %in% c( "Num. Seq. Over 5",
"Num. Seq. Over 10",
"Num. Seq. Over 25",
"Num. Seq. Over 50",
"Num. Seq. Over 100")) %>%
group_by(terms) %>%
ggplot( aes(x=terms, y=val)) + #, fill=terms)) +
geom_violin(width=1) +
scale_y_log10(labels = scales::comma_format(accuracy=1)) +
theme_bw() +
geom_boxplot(width=0.2, color="grey", alpha=0.2) +
labs(title = "Exact Matches: Number of Sequences over Length n in Comment and Final Rule",
caption = "These are counts; a 1 where n = 5 represents 5 words in the comment and final rule") +
theme(legend.position="none",
plot.title = element_text(hjust = 0.5)) +
xlab("") +
ylab("Count of Exact Sequences")
#### Exact Matches: Length ####
plag_len <- data_for_plots %>%
filter(terms %in% c("Seq. Leng. Over 5",
"Seq. Leng. Over 10",
"Seq. Leng. Over 25",
"Seq. Leng. Over 50",
"Seq. Leng. Over 100")) %>%
group_by(terms) %>%
ggplot( aes(x=terms, y=val)) + #, fill=terms)) +
geom_violin(width=1) +
scale_y_log10(labels = scales::comma_format(accuracy=1)) +
theme_bw() +
geom_boxplot(width=0.2, color="grey", alpha=0.2) +
labs(title = "Exact Matches: Total Length of Matched Sequences",
caption = "These are the cumulative lengths of the sequences above per document") +
theme(legend.position="none",
plot.title = element_text(hjust = 0.5)) +
xlab("") +
ylab("Total Amount of Repeated Text")
#### Fuzzy Matches: Number ####
fuzzy_seq <- data_for_plots %>%
filter(terms %in% c("Fuzzy Num. Seq. Over 10",
"Fuzzy Num. Seq. Over 25",
"Fuzzy Num. Seq. Over 50",
"Fuzzy Num. Seq. Over 100")) %>%
group_by(terms) %>%
ggplot( aes(x=terms, y=val)) + #, fill=terms)) +
geom_violin(width=1) +
scale_y_log10(labels = scales::comma_format(accuracy=1)) +
theme_bw() +
geom_boxplot(width=0.2, color="grey", alpha=0.2) +
labs(title = "Fuzzy Matches: Number of Sequences over Length n in Comment and Final Rule",
caption = "These are counts; a 1 where n = 5 represents 5 words in the comment and final rule") +
theme(legend.position="none",
plot.title = element_text(hjust = 0.5)) +
xlab("") +
ylab("Count of Fuzzy Mathed Sequences")
#### Fuzzy Matches: Length ####
fuzzy_len <- data_for_plots %>%
filter(terms %in% c("Fuzzy Seq. Leng. Over 10",
"Fuzzy Seq. Leng. Over 25",
"Fuzzy Seq. Leng. Over 50",
"Fuzzy Seq. Leng. Over 100")) %>%
group_by(terms) %>%
ggplot( aes(x=terms, y=val)) + #, fill=terms)) +
geom_violin(width=1) +
scale_y_log10(labels = scales::comma_format(accuracy=1)) +
theme_bw() +
geom_boxplot(width=0.2, color="grey", alpha=0.2) +
labs(title = "Fuzzy Matches: Total Length of Matched Sequences",
caption = "These are the cumulative lengths of the sequences above per document") +
theme(legend.position="none",
plot.title = element_text(hjust = 0.5)) +
xlab("") +
ylab("Total Amount of Repeated Text")
## Save Distribution Plots ####
plag_seq
plag_len
fuzzy_seq
fuzzy_len
# ggsave(plot = plag_seq, "violin_plag_seq.pdf", width = 9, height = 6.5)
# ggsave(plot = plag_seq, "violin_plag_len.pdf", width = 9, height = 6.5)
# ggsave(plot = fuzzy_len, "violin_fuzzy_seq.pdf", width = 9, height = 6.5)
# ggsave(plot = fuzzy_seq, "violin_fuzzy_seq.pdf", width = 9, height = 6.5)
# Correlation Plots ####
cor.mtest <- function(mat, ...) {
mat <- as.matrix(mat)
n <- ncol(mat)
p.mat<- matrix(NA, n, n)
diag(p.mat) <- 0
for (i in 1:(n - 1)) {
for (j in (i + 1):n) {
tmp <- cor.test(mat[, i], mat[, j], ...)
p.mat[i, j] <- p.mat[j, i] <- tmp$p.value
}
}
colnames(p.mat) <- rownames(p.mat) <- colnames(mat)
return(p.mat)
}
assemble_corr_plots <- function(tbl){
# tbl = data_for_correlation_plot
#names(tbl) <- base::tolower(substring(names(tbl), 1,5))
corrs <- tbl %>%
cor()
p.mat <- tbl %>%
cor.mtest()
col <- colorRampPalette(c("#BB4444", "#EE9988", "#FFFFFF", "#77AADD", "#4477AA"))
c_plot <- function() {
corrplot(corrs, method="color", col=col(200),
type="upper", order="hclust",
addCoef.col = "black", # Add coefficient of correlation
tl.col="black", tl.srt=45, #Text label color and rotation
# Combine with significance
p.mat = p.mat, sig.level = 0.01, insig = "blank",
# hide correlation coefficient on the principal diagonal
diag=FALSE)
}
list(c_plot = c_plot)
}
## Length ####
length_variables <- all_repeated_language %>%
select(`Unique Tokens`,`Total Tokens`,
`Total Sentences`, `Words`)
pdf(file = "Length_Correlations.pdf")
assemble_corr_plots(length_variables)$c_plot()
dev.off()
plagiarism_number_variables <- all_repeated_language %>%
select(`Num. Seq. Over 5`,`Num. Seq. Over 10`,`Num. Seq. Over 25`,
`Num. Seq. Over 50`, `Num. Seq. Over 100`)
pdf(file = "Plagiarism_Number_Correlations.pdf")
assemble_corr_plots(plagiarism_number_variables)$c_plot()
dev.off()
plagiarism_length_variables <- all_repeated_language %>%
select(`Seq. Leng. Over 5`, `Seq. Leng. Over 10`,
`Seq. Leng. Over 25`,`Seq. Leng. Over 50`,
`Seq. Leng. Over 100`)
#pdf(file = "Plagiarism_Length_Correlations.pdf")
#assemble_corr_plots(plagiarism_length_variables)$c_plot()
dev.off()
fuzzy_number_variables <- all_repeated_language %>%
select(`Fuzzy Num. Seq. Over 10`,
`Fuzzy Num. Seq. Over 25`,
`Fuzzy Num. Seq. Over 50`,
`Fuzzy Num. Seq. Over 100`)
pdf(file = "Fuzzy_Number_Correlations.pdf")
#assemble_corr_plots(fuzzy_number_variables)$c_plot()
dev.off()
### Fuzzy Length of Sequences ###
fuzzy_length_variables <- all_repeated_language %>%
select(`Fuzzy Seq. Leng. Over 10`,
`Fuzzy Seq. Leng. Over 25`,
`Fuzzy Seq. Leng. Over 50`,
`Fuzzy Seq. Leng. Over 100`)
pdf(file = "Fuzzy_Length_Correlations.pdf")
#assemble_corr_plots(fuzzy_length_variables)$c_plot()
dev.off()
all <- all_repeated_language %>%
select(`Unique Tokens`,`Total Tokens`,
`Total Sentences`, `Words`,
`Num. Seq. Over 5`,`Num. Seq. Over 10`,`Num. Seq. Over 25`,
`Num. Seq. Over 50`, `Num. Seq. Over 100`,
`Seq. Leng. Over 5`, `Seq. Leng. Over 10`,
`Seq. Leng. Over 25`,`Seq. Leng. Over 50`,
`Seq. Leng. Over 100`,
`Fuzzy Num. Seq. Over 10`,
`Fuzzy Num. Seq. Over 25`,
`Fuzzy Num. Seq. Over 50`,
`Fuzzy Num. Seq. Over 100`,
`Fuzzy Seq. Leng. Over 10`,
`Fuzzy Seq. Leng. Over 25`,
`Fuzzy Seq. Leng. Over 50`,
`Fuzzy Seq. Leng. Over 100`)
pdf(file = "All_Correlations.pdf",width=11, height=8.5, paper = "USr")
#assemble_corr_plots(all)$c_plot()
dev.off()
rm(all, fuzzy_length_variables,fuzzy_number_variables,
plagiarism_length_variables,plagiarism_number_variables)
# Create two dataframes, one wide and one long ####
wide<- all_repeated_language %>%
inner_join(commenter_covariates, by = "comment_url")
### Lots of missing comments in commenter_covariates
missing <- all_repeated_language %>%
anti_join(commenter_covariates, by = "comment_url")
# missing %>% View()
commenter_covariates$comment_url[201316]
### see one example here:
grep(pattern = "CFPB-2016-0020-0044", x = all_repeated_language$comment_url)
grep(pattern = "CFPB-2016-0020-0044", x = commenter_covariates$comment_url)
#### Asset Scatterplots ####
mdc_and_efficacy <- all_repeated_language %>%
inner_join(match_data_clean, by = "comment_url")
Words <- mdc_and_efficacy %>%
ggplot( aes(x=org_resources, y=Words)) + #, fill=terms)) +
geom_point() +
geom_smooth() +
scale_y_log10(labels = scales::comma_format(accuracy=1)) +
scale_x_log10(labels = scales::comma_format(accuracy=1)) +
theme_bw() +
labs(title = "Comment Length and Organizational Resources",
caption = "") +
theme(legend.position="none",
plot.title = element_text(hjust = 0.5)) +
xlab("Assets") +
ylab("Words")
Plag_Count_Over_10 <- mdc_and_efficacy %>%
ggplot( aes(x=org_resources, y=`Num. Seq. Over 10`)) + #, fill=terms)) +
geom_point() +
geom_smooth() +
scale_y_log10(labels = scales::comma_format(accuracy=1)) +
scale_x_log10(labels = scales::comma_format(accuracy=1)) +
theme_bw() +
labs(title = "Number of Repeated Sequences over 10 and Organizational Resources",
caption = "The depentend variable is count") +
theme(legend.position="none",
plot.title = element_text(hjust = 0.5)) +
xlab("Assets") +
ylab("Total Amount of Repeated Text")
Plag_Count_Over_25 <- mdc_and_efficacy %>%
ggplot( aes(x=org_resources, y=`Num. Seq. Over 25`)) + #, fill=terms)) +
geom_point() +
geom_smooth() +
scale_y_log10(labels = scales::comma_format(accuracy=1)) +
scale_x_log10(labels = scales::comma_format(accuracy=1)) +
theme_bw() +
labs(title = "Number of Repeated Sequences over 25 and Organizational Resources",
caption = "The depentend variable is count") +
theme(legend.position="none",
plot.title = element_text(hjust = 0.5)) +
xlab("Assets") +
ylab("Total Amount of Repeated Text")
Plag_Length_Over_10 <- mdc_and_efficacy %>%
ggplot( aes(x=org_resources, y=`Seq. Leng. Over 10`)) + #, fill=terms)) +
geom_point() +
geom_smooth() +
scale_y_log10(labels = scales::comma_format(accuracy=1)) +
scale_x_log10(labels = scales::comma_format(accuracy=1)) +
theme_bw() +
labs(title = "Cumulative Length and Organizational Resources",
caption = "The depentend variable is based on sequences of over 10 words") +
theme(legend.position="none",
plot.title = element_text(hjust = 0.5)) +
xlab("Assets") +
ylab("Total Amount of Repeated Text")
Plag_Length_Over_25 <- mdc_and_efficacy %>%
ggplot( aes(x=org_resources, y=`Seq. Leng. Over 25`)) + #, fill=terms)) +
geom_point() +
geom_smooth() +
scale_y_log10(labels = scales::comma_format(accuracy=1)) +
scale_x_log10(labels = scales::comma_format(accuracy=1)) +
theme_bw() +
labs(title = "Cumulative Length and Organizational Resources",
caption = "The depentend variable is based on sequences of over 25 words") +
theme(legend.position="none",
plot.title = element_text(hjust = 0.5)) +
xlab("Assets") +
ylab("Total Amount of Repeated Text")
# master_location <- "/Users/stevenrashin/Dropbox/FINREG-RULEMAKE/attachments.sqlite"
# con = dbConnect(SQLite(), dbname=master_location)
# myQuery <- dbSendQuery(con, "SELECT * FROM attachments")
# All_comment_text <- dbFetch(myQuery, n = -1) %>% as_tibble()
# All_comment_text %<>% arrange(comment_url)
check_no_words <- mdc_and_efficacy %>%
select(comment_url, Words, org_resources) %>%
filter(Words == 0) %>%
select(comment_url) %>%
pull()
# All_comment_text %>%
# filter(comment_url %in% check_no_words)
# rm(All_comment_text)
Words
Plag_Count_Over_10
Plag_Count_Over_25
Plag_Length_Over_10
Plag_Length_Over_25
# ggsave(plot = Words, "Assets_Words.pdf", width = 9, height = 6.5)
# ggsave(plot = Plag_Count_Over_10, "Assets_Plag_Count_10.pdf", width = 9, height = 6.5)
# ggsave(plot = Plag_Count_Over_25, "Assets_Plag_Count_25.pdf",width = 9, height = 6.5)
# ggsave(plot = Plag_Length_Over_10, "Assets_Plag_Length_10.pdf", width = 9, height = 6.5)
# ggsave(plot = Plag_Length_Over_25, "Assets_Plag_Length_25.pdf", width = 9, height = 6.5)
repeated_text_scatter <- wide %>%
select(comment_url, best_match_type, matches("bestMatch.financial_measure"),
`Seq. Leng. Over 10`, Words) %>%
filter(Words > 0) %>%
distinct() %>%
rename("CIK" = "CIK.bestMatch.financial_measure") %>%
rename("FDIC" = "FDIC_Institutions.bestMatch.financial_measure") %>%
rename("Compustat" = "compustat_resources.bestMatch.financial_measure") %>%
rename("Nonprofits" = "nonprofits_resources.bestMatch.financial_measure") %>%
rename("Open Secrets" = "opensecrets_resources_jwVersion.bestMatch.financial_measure") %>%
rename("Repeated Text" = `Seq. Leng. Over 10`) %>%
gather(match_type, resources, -comment_url, -best_match_type,
-`Repeated Text`,
-Words) %>%
ggplot( aes(x=resources, y=`Repeated Text`)) + #fill = best_match_type, color = best_match_type
geom_point() +
geom_smooth(method = "lm") +
facet_wrap(~match_type, scales = "fixed") +
scale_y_log10(labels = scales::comma_format(accuracy=1)) +
scale_x_log10(labels = scales::comma_format(accuracy=1)) +
theme_bw() +
labs(title = "Cumulative Repeated Text and Organizational Resources",
caption = "The depentend variable is based on sequences of over 10 words") +
theme(legend.position="none",
plot.title = element_text(hjust = 0.5),
strip.background = element_rect(colour=NA, fill=NA),
panel.border = element_rect(fill = NA, color = "black")) +
xlab("Resources") +
ylab("Total Amount of Repeated Text")
repeated_text_by_agency <- wide %>%
select(comment_url, best_match_type, matches("bestMatch.financial_measure"),
comment_agency,
`Seq. Leng. Over 10`, Words) %>%
filter(Words > 0) %>%
distinct() %>%
rename("CIK" = "CIK.bestMatch.financial_measure") %>%
rename("FDIC" = "FDIC_Institutions.bestMatch.financial_measure") %>%
rename("Compustat" = "compustat_resources.bestMatch.financial_measure") %>%
rename("Nonprofits" = "nonprofits_resources.bestMatch.financial_measure") %>%
rename("Open Secrets" = "opensecrets_resources_jwVersion.bestMatch.financial_measure") %>%
rename("Repeated Text" = `Seq. Leng. Over 10`) %>%
gather(match_type, resources, -comment_url, -best_match_type,
-`Repeated Text`,-comment_agency,
-Words) %>%
ggplot( aes(x=resources, y=`Repeated Text`)) + #fill = best_match_type, color = best_match_type
geom_point() +
geom_smooth(method = "lm") +
facet_wrap(~comment_agency, scales = "fixed") +
scale_y_log10(labels = scales::comma_format(accuracy=1)) +
scale_x_log10(labels = scales::comma_format(accuracy=10)) +
theme_bw() +
labs(title = "Cumulative Repeated Text and Organizational Resources",
caption = "The dependent variable is based on sequences of over 10 words") +
theme(legend.position="none",
plot.title = element_text(hjust = 0.5),
strip.background = element_rect(colour=NA, fill=NA),
panel.border = element_rect(fill = NA, color = "black")) +
xlab("Resources") +
ylab("Total Amount of Repeated Text (Words)")
# Plots for paper ####
# ggsave(plot = repeated_text_by_agency, "/Users/stevenrashin/Dropbox/FINREG-RULEMAKE/Drafts/Participatory Inequality and Rulemaking: Evidence from Financial Regulation/Figures/Repeated_text_agency_assets_cumulative_over10.pdf", width = 13, height = 6.5)
# ggsave(plot = repeated_text_scatter, "Repeated_text_assets_cumulative_over10.pdf", width = 9, height = 6.5)
rpt_naive <- lm(formula = "log(`Seq. Leng. Over 10`+1) ~ log_p1_financial_measure", data = wide)
rpt_w_control <- lm(formula = "log(`Seq. Leng. Over 10`+1) ~ log_p1_financial_measure + log(Words+1)", data = wide)
rpt_w_control_w_fex <- lm(formula = "log(`Seq. Leng. Over 10`+1) ~ log_p1_financial_measure + log(Words+1)+
comment_agency + rin", data = wide)
rpt_w_control_w_full_fex <- lm(formula = "log(`Seq. Leng. Over 10`+1) ~ log_p1_financial_measure + log(Words+1)+
comment_agency + rin + best_match_type", data = wide)
# library(miceadds)
#rpt_w_control_se <- lm.cluster(formula = "log(`Seq. Leng. Over 10`+1) ~ log_p1_financial_measure + log(Words+1)", data = wide,cluster = 'rin')
#rpt_w_control_w_fex_se <- lm.cluster(formula = "log(`Seq. Leng. Over 10`+1) ~ log_p1_financial_measure + log(Words+1)+
# comment_agency + rin", data = wide,cluster = 'rin')
#rpt_w_control_w_full_fex_se <- lm.cluster(formula = "log(`Seq. Leng. Over 10`+1) ~ log_p1_financial_measure + log(Words+1)+
# comment_agency + rin + #best_match_type", data = wide,cluster = 'rin')
#
# stargazer::stargazer(rpt_naive,rpt_w_control,rpt_w_control_w_fex, rpt_w_control_w_full_fex,
# title="Text Reuse and Organizational Assets", type="latex",
# digits=3,
# se = list(NULL,
# sqrt(diag(vcov(rpt_w_control_se))),
# sqrt(diag(vcov(rpt_w_control_w_fex_se))),
# sqrt(diag(vcov(rpt_w_control_w_full_fex_se)))
# ),
# dep.var.labels=c("Cumulative Repeated Text"),
# omit = c("comment_agency","rin","best_match_type"),
# covariate.labels=c("Log Org. Resources",
# "Log Comment Length"),
# omit.stat=c("LL","ser","f","adj.rsq"), no.space=TRUE,
# add.lines = list(
# c("Clustering", "No", "Rule","Rule","Rule"),
# c("Fixed effects?", "No", "No","Agency, RIN","Agency, RIN, Source")),
# #out="/Users/stevenrashin/Dropbox/FINREG-RULEMAKE/Drafts/Participatory Inequality and Rulemaking: Evidence from Financial Regulation/Tables/efficacy_and_resources.txt"
)
# Complexity plots ####
tables_and_figures <- wide %>%
left_join(technical_terms, by = c("comment_url")) %>%
filter(Words > 0) %>%
distinct() %>%
rename("CIK" = "CIK.bestMatch.financial_measure") %>%
rename("FDIC" = "FDIC_Institutions.bestMatch.financial_measure") %>%
rename("Compustat" = "compustat_resources.bestMatch.financial_measure") %>%
rename("Nonprofits" = "nonprofits_resources.bestMatch.financial_measure") %>%
rename("Open Secrets" = "opensecrets_resources_jwVersion.bestMatch.financial_measure") %>%
rename("Repeated Text" = `Seq. Leng. Over 10`) %>%
ggplot( aes(x=Visualizations, y=`Repeated Text`)) +
geom_point() +
geom_smooth(method = "lm") +
facet_wrap(~comment_agency, scales = "fixed") +
scale_y_log10(labels = scales::comma_format(accuracy=1)) +
theme_bw() +
labs(title = "Log Cumulative Repeated Text and Data",
caption = "The dependent variable is based on sequences of over 10 words") +
theme(legend.position="none",
plot.title = element_text(hjust = 0.5),
strip.background = element_rect(colour=NA, fill=NA),
panel.border = element_rect(fill = NA, color = "black")) +
xlab("Tables and Figures") +
ylab("Total Amount of Repeated Text (Words)")
# Dictionary Term plots ####
dict_terms <- wide %>%
left_join(technical_terms, by = c("comment_url")) %>%
filter(Words > 0) %>%
distinct() %>%
rename("CIK" = "CIK.bestMatch.financial_measure") %>%
rename("FDIC" = "FDIC_Institutions.bestMatch.financial_measure") %>%
rename("Compustat" = "compustat_resources.bestMatch.financial_measure") %>%
rename("Nonprofits" = "nonprofits_resources.bestMatch.financial_measure") %>%
rename("Open Secrets" = "opensecrets_resources_jwVersion.bestMatch.financial_measure") %>%
rename("Repeated Text" = `Seq. Leng. Over 10`) %>%
ggplot( aes(x=dictionary_terms, y=`Repeated Text`)) +
#dictionary_terms = banking + us_law - overlap
geom_point() +
geom_smooth(method = "lm") +
facet_wrap(~comment_agency, scales = "fixed") +
scale_y_log10(labels = scales::comma_format(accuracy=1)) +
scale_x_log10(labels = scales::comma_format(accuracy=10)) +
theme_bw() +
labs(title = "Log Cumulative Repeated Text and Legal and Banking Terms",
caption = "The dependent variable is based on sequences of over 10 words \n
Dictionary terms are the sum of banking and legal terms") +
theme(legend.position="none",
plot.title = element_text(hjust = 0.5),
strip.background = element_rect(colour=NA, fill=NA),
panel.border = element_rect(fill = NA, color = "black")) +
xlab("Legal and Banking Terms") +
ylab("Total Amount of Repeated Text (Words)")
bluebook <- wide %>%
left_join(technical_terms, by = c("comment_url")) %>%
filter(Words > 0) %>%
distinct() %>%
rename("CIK" = "CIK.bestMatch.financial_measure") %>%
rename("FDIC" = "FDIC_Institutions.bestMatch.financial_measure") %>%
rename("Compustat" = "compustat_resources.bestMatch.financial_measure") %>%
rename("Nonprofits" = "nonprofits_resources.bestMatch.financial_measure") %>%
rename("Open Secrets" = "opensecrets_resources_jwVersion.bestMatch.financial_measure") %>%
rename("Repeated Text" = `Seq. Leng. Over 10`) %>%
ggplot( aes(x=Total_Legal_Citations, y=`Repeated Text`)) +
#Total_Legal_Citations = US_Code + Supreme_Court_Cases +
#Appeals_and_District_Court_Cases + Code_of_Federal_Regulations +
#Federal_Register_Total
#dictionary_terms = banking + us_law - overlap
geom_point() +
geom_smooth(method = "lm") +
facet_wrap(~comment_agency, scales = "fixed") +
scale_y_log10(labels = scales::comma_format(accuracy=1)) +
scale_x_log10(labels = scales::comma_format(accuracy=10)) +
theme_bw() +
labs(title = "Log Cumulative Repeated Text and Bluebook Citations",
caption = "The dependent variable is based on sequences of over 10 words \n
Bluebook terms are include US Code, Federal Court Cases, the CFR") +
theme(legend.position="none",
plot.title = element_text(hjust = 0.5),
strip.background = element_rect(colour=NA, fill=NA),
panel.border = element_rect(fill = NA, color = "black")) +
xlab("Bluebook Citations") +
ylab("Total Amount of Repeated Text (Words)")
# ggsave(plot = dict_terms, "/Users/stevenrashin/Dropbox/FINREG-RULEMAKE/Drafts/Participatory Inequality and Rulemaking: Evidence from Financial Regulation/Figures/Repeated_text_agency_dictionary_cumulative_over10.pdf", width = 13, height = 6.5)
# ggsave(plot = bluebook, "/Users/stevenrashin/Dropbox/FINREG-RULEMAKE/Drafts/Participatory Inequality and Rulemaking: Evidence from Financial Regulation/Figures/Repeated_text_agency_bluebook_cumulative_over10.pdf", width = 13, height = 6.5)
big_dict_resources <- wide %>%
left_join(technical_terms, by = c("comment_url")) %>%
filter(Words > 0) %>%
select(comment_url, best_match_type, matches("bestMatch.financial_measure"),
comment_agency,
`Seq. Leng. Over 10`,dictionary_terms) %>%
distinct() %>%
rename("CIK" = "CIK.bestMatch.financial_measure") %>%
rename("FDIC" = "FDIC_Institutions.bestMatch.financial_measure") %>%
rename("Compustat" = "compustat_resources.bestMatch.financial_measure") %>%
rename("Nonprofits" = "nonprofits_resources.bestMatch.financial_measure") %>%
rename("Open Secrets" = "opensecrets_resources_jwVersion.bestMatch.financial_measure") %>%
gather(match_type, resources, -dictionary_terms,-comment_url, -best_match_type,
-comment_agency) %>%
filter(resources>10000) %>%
ggplot( aes(x=resources, y=dictionary_terms)) +
#Total_Legal_Citations = US_Code + Supreme_Court_Cases +
#Appeals_and_District_Court_Cases + Code_of_Federal_Regulations +
#Federal_Register_Total
#dictionary_terms = banking + us_law - overlap
geom_point() +
geom_smooth(method = "lm") +
facet_wrap(~comment_agency, scales = "fixed") +
scale_y_log10(labels = scales::comma_format(accuracy=1)) +
scale_x_log10(labels = scales::comma_format(accuracy=10)) +
theme_bw() +
labs(title = "Log Dictionary Terms and Resources",
caption = "") +
theme(legend.position="none",
plot.title = element_text(hjust = 0.5),
strip.background = element_rect(colour=NA, fill=NA),
panel.border = element_rect(fill = NA, color = "black")) +
xlab("Resources") +
ylab("Comment Sophistication (Dictionary Terms)")
all_dict_resources <- wide %>%
left_join(technical_terms, by = c("comment_url")) %>%
filter(Words > 0) %>%
select(comment_url, best_match_type, matches("bestMatch.financial_measure"),
comment_agency,
`Seq. Leng. Over 10`,dictionary_terms) %>%
distinct() %>%
rename("CIK" = "CIK.bestMatch.financial_measure") %>%
rename("FDIC" = "FDIC_Institutions.bestMatch.financial_measure") %>%
rename("Compustat" = "compustat_resources.bestMatch.financial_measure") %>%
rename("Nonprofits" = "nonprofits_resources.bestMatch.financial_measure") %>%
rename("Open Secrets" = "opensecrets_resources_jwVersion.bestMatch.financial_measure") %>%
gather(match_type, resources, -dictionary_terms,-comment_url, -best_match_type,
-comment_agency) %>%
ggplot( aes(x=resources, y=dictionary_terms)) +
#Total_Legal_Citations = US_Code + Supreme_Court_Cases +
#Appeals_and_District_Court_Cases + Code_of_Federal_Regulations +
#Federal_Register_Total
#dictionary_terms = banking + us_law - overlap
geom_point() +
geom_smooth(method = "lm") +
facet_wrap(~comment_agency, scales = "fixed") +
scale_y_log10(labels = scales::comma_format(accuracy=1)) +
scale_x_log10(labels = scales::comma_format(accuracy=10)) +
theme_bw() +
labs(title = "Log Dictionary Terms and Resources",
caption = "") +
theme(legend.position="none",
plot.title = element_text(hjust = 0.5),
strip.background = element_rect(colour=NA, fill=NA),
panel.border = element_rect(fill = NA, color = "black")) +
xlab("Resources") +
ylab("Comment Sophistication (Dictionary Terms)")
names(technical_terms)
#'4. @Steve and @Chris, I’d recommend some scatters (colored by data source: “best_match_type”)
#'and regressions of comment sophistication by log_p1_financial_measure
#'(and in the organization-level dataset, by num_comments submitted and by
#'num_venues_commenting_in)
#### DEAL WITH THIS LATER ####
long <- all_repeated_language %>%
inner_join(commenter_covariates, by = "comment_url")
Comments per rule